{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DeepWalk实战-维基百科词条图嵌入可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考资料\n",
    "\n",
    "https://www.analyticsvidhya.com/blog/2019/11/graph-feature-extraction-deepwalk/\n",
    "\n",
    "https://github.com/prateekjoshi565/DeepWalk\n",
    "\n",
    "同济子豪兄 2022-6-11"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 安装工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: networkx in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (2.8.5)\n",
      "Requirement already satisfied: gensim in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (4.2.0)\n",
      "Requirement already satisfied: pandas in c:\\program files\\python39\\lib\\site-packages (1.4.2)\n",
      "Requirement already satisfied: numpy in c:\\program files\\python39\\lib\\site-packages (1.22.3)\n",
      "Requirement already satisfied: tqdm in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (4.64.0)\n",
      "Requirement already satisfied: scikit-learn in c:\\program files\\python39\\lib\\site-packages (1.0.2)\n",
      "Requirement already satisfied: matplotlib in c:\\program files\\python39\\lib\\site-packages (3.5.1)\n",
      "Requirement already satisfied: smart-open>=1.8.1 in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from gensim) (6.0.0)\n",
      "Requirement already satisfied: scipy>=0.18.1 in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from gensim) (1.8.0)\n",
      "Requirement already satisfied: Cython==0.29.28 in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from gensim) (0.29.28)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from pandas) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\program files\\python39\\lib\\site-packages (from pandas) (2022.1)\n",
      "Requirement already satisfied: colorama in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from tqdm) (0.4.4)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\program files\\python39\\lib\\site-packages (from scikit-learn) (3.1.0)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\program files\\python39\\lib\\site-packages (from scikit-learn) (1.1.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\program files\\python39\\lib\\site-packages (from matplotlib) (4.32.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from matplotlib) (21.3)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\program files\\python39\\lib\\site-packages (from matplotlib) (9.1.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\thinkpad\\appdata\\roaming\\python\\python39\\site-packages (from matplotlib) (3.0.8)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\program files\\python39\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\program files\\python39\\lib\\site-packages (from matplotlib) (1.4.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\program files\\python39\\lib\\site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install networkx gensim pandas numpy tqdm scikit-learn matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UsageError: Line magic function `%` not found.\n"
     ]
    }
   ],
   "source": [
    "import networkx as nx  # 图数据挖掘\n",
    "\n",
    "# 数据分析\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import random  # 随机数\n",
    "from tqdm import tqdm  # 进度条\n",
    "\n",
    "# 数据可视化\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取维基百科网页引用关联数据\n",
    "\n",
    "\n",
    "1.打开网站`https://densitydesign.github.io/strumentalia-seealsology`\n",
    "\n",
    "2.Distance设置为`4`\n",
    "\n",
    "3.输入以下链接\n",
    "\n",
    "https://en.wikipedia.org/wiki/Computer_vision\n",
    "\n",
    "https://en.wikipedia.org/wiki/Deep_learning\n",
    "\n",
    "https://en.wikipedia.org/wiki/Convolutional_neural_network\n",
    "\n",
    "https://en.wikipedia.org/wiki/Decision_tree\n",
    "\n",
    "https://en.wikipedia.org/wiki/Support-vector_machine\n",
    "\n",
    "4.点击`START CRAWLING`，爬取1000个网页之后，点击`STOP & CLEAR QUEUE`\n",
    "\n",
    "5.Download-下载TSV文件，保存至代码相同目录，命名为`seealsology-data.tsv`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"seealsology-data.tsv\", sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "                   source                       target  depth\n0  support-vector machine  in situ adaptive tabulation      1\n1  support-vector machine              kernel machines      1\n2  support-vector machine                fisher kernel      1\n3  support-vector machine                platt scaling      1\n4  support-vector machine            polynomial kernel      1",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>source</th>\n      <th>target</th>\n      <th>depth</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>support-vector machine</td>\n      <td>in situ adaptive tabulation</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>support-vector machine</td>\n      <td>kernel machines</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>support-vector machine</td>\n      <td>fisher kernel</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>support-vector machine</td>\n      <td>platt scaling</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>support-vector machine</td>\n      <td>polynomial kernel</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(13211, 3)"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建无向图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.from_pandas_edgelist(df, \"source\", \"target\", edge_attr=True, create_using=nx.Graph())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "8560"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 节点个数\n",
    "len(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 因节点数过多，省去可视化步骤"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # 可视化\n",
    "# plt.figure(figsize=(15,14))\n",
    "# nx.draw(G)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成随机游走节点序列的函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_randomwalk(node, path_length):\n",
    "    \"\"\"\n",
    "    输入起始节点和路径长度，生成随机游走节点序列\n",
    "    :param node:\n",
    "    :param path_length:\n",
    "    :return:\n",
    "    \"\"\"\n",
    "\n",
    "\n",
    "    random_walk = [node]\n",
    "\n",
    "    for i in range(path_length - 1):\n",
    "        # 汇总邻接节点\n",
    "        temp = list(G.neighbors(node))\n",
    "        temp = list(set(temp) - set(random_walk))\n",
    "        if len(temp) == 0:\n",
    "            break\n",
    "        # 从邻接节点中随机选择下一个节点\n",
    "        random_node = random.choice(temp)\n",
    "        random_walk.append(random_node)\n",
    "        node = random_node\n",
    "\n",
    "    return random_walk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_nodes = list(G.nodes())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": "['support-vector machine',\n 'in situ adaptive tabulation',\n 'kernel machines',\n 'fisher kernel',\n 'platt scaling',\n 'polynomial kernel',\n 'predictive analytics',\n 'regularization perspectives on support-vector machines',\n 'relevance vector machine',\n 'sequential minimal optimization',\n 'space mapping',\n 'winnow (algorithm)',\n 'decision tree',\n 'behavior tree (artificial intelligence, robotics and control)',\n 'boosting (machine learning)',\n 'decision cycle',\n 'decision list',\n 'decision matrix',\n 'decision table',\n 'decision tree model',\n 'design rationale',\n 'drakon',\n 'markov chain',\n 'random forest',\n 'odds algorithm',\n 'topological combinatorics',\n 'truth table',\n 'convolutional neural network',\n 'attention (machine learning)',\n 'convolution',\n 'deep learning',\n 'natural-language processing',\n 'neocognitron',\n 'scale-invariant feature transform',\n 'time delay neural network',\n 'vision processing unit',\n 'applications of artificial intelligence',\n 'comparison of deep learning software',\n 'compressed sensing',\n 'differentiable programming',\n 'echo state network',\n 'liquid state machine',\n 'reservoir computing',\n 'scale space',\n 'sparse coding',\n 'computer vision',\n 'computational imaging',\n 'computational photography',\n 'computer audition',\n 'egocentric vision',\n 'machine vision glossary',\n 'teknomo–fernandez algorithm',\n 'vision science',\n 'visual agnosia',\n 'visual perception',\n 'visual system',\n 'achromatopsia',\n 'akinetopsia',\n 'apperceptive agnosia',\n 'associative visual agnosia',\n 'asthenopia',\n 'astigmatism (eye)',\n 'color blindness',\n 'human echolocation',\n 'helmholtz–kohlrausch effect',\n 'color balance',\n 'magnocellular cell',\n 'memory-prediction framework',\n 'prosopagnosia',\n 'scotopic sensitivity syndrome',\n 'recovery from blindness',\n 'visual modularity',\n 'visual processing',\n 'color vision',\n 'depth perception',\n 'entoptic phenomenon',\n 'gestalt psychology',\n 'lateral masking',\n 'looming',\n 'naked eye',\n 'machine vision',\n 'motion perception',\n 'multisensory integration',\n 'interpretation (philosophy)',\n 'spatial frequency',\n 'visual illusion',\n 'wikt:sensation',\n 'hallucinogen persisting perception disorder',\n 'illusory palinopsia',\n 'refractive error',\n 'visual snow',\n 'cognitive science',\n 'neuroscience',\n 'ophthalmology',\n 'optometry',\n 'psychophysics',\n 'agnosia',\n 'blindness',\n 'color agnosia',\n 'gestaltzerfall',\n 'riddoch syndrome',\n 'topographical disorientation',\n 'brain',\n 'color constancy',\n 'eye',\n 'linguistic relativity and the color naming debate',\n 'neuropsychology',\n 'optical illusion',\n 'primary colors',\n 'visual cortex',\n 'visual neuroscience',\n 'adaptive control',\n 'cognitive model',\n 'computational electromagnetics',\n 'computer-aided design',\n 'engineering optimization',\n 'finite element method',\n 'kriging',\n 'linear approximation',\n 'machine learning',\n 'mental model',\n 'mental rotation',\n 'mirror neuron',\n 'model-dependent realism',\n 'multiphysics',\n 'performance tuning',\n 'response surface methodology',\n 'semiconductor device modeling',\n 'spatial cognition',\n 'spatial memory',\n 'support vector machine',\n 'theory of mind',\n 'attribution bias',\n 'cephalopod intelligence',\n 'cetacean intelligence',\n 'eliminative materialism',\n 'empathy',\n 'grounding in communication',\n 'intentional stance',\n 'joint attention',\n 'mental body',\n 'mentalization',\n 'mini-sea',\n 'origin of language',\n 'perspective-taking',\n 'quantum mind',\n 'relational frame theory',\n 'self-awareness',\n 'social neuroscience',\n 'embodied cognition',\n 'the mind of an ape',\n 'turing test',\n 'type physicalism',\n 'interpersonal accuracy',\n 'cognitive map',\n 'dissociation (neuropsychology)',\n 'method of loci',\n 'spatial ability',\n 'visual memory',\n 'mind mapping',\n 'spatial contextual awareness',\n 'sense of direction',\n 'cognition',\n 'diode modelling',\n 'transistor models',\n 'compact model coalition',\n 'technology cad',\n 'electronic circuit simulation',\n 'bipolar junction transistor',\n 'safe operating area',\n 'electronic design automation',\n 'cognitive biology',\n 'cognitive musicology',\n 'cognitive computing',\n 'cognitive psychology',\n 'cognitivism (psychology)',\n 'comparative cognition',\n 'information processing technology and aging',\n 'mental chronometry',\n 'nootropic',\n 'cognitive abilities screening instrument',\n 'affective science',\n 'cognitive anthropology',\n 'cognitive ethology',\n 'cognitive linguistics',\n 'cognitive neuropsychology',\n 'cognitive neuroscience',\n 'cognitive science of religion',\n 'computational neuroscience',\n 'computational-representational understanding of mind',\n 'concept mining',\n 'decision field theory',\n 'decision theory',\n 'dynamicism',\n 'educational neuroscience',\n 'educational psychology',\n 'embodied cognitive science',\n 'enactivism',\n 'epistemology',\n 'folk psychology',\n 'heterophenomenology',\n 'human cognome project',\n 'human–computer interaction',\n 'indiana archives of cognitive science',\n 'informatics (academic field)',\n 'malleable intelligence',\n 'neural darwinism',\n 'personal information management',\n 'qualia',\n 'quantum cognition',\n 'simulated consciousness',\n 'situated cognition',\n 'society of mind theory',\n 'speech–language pathology',\n 'personal relative direction',\n 'spatial disorientation',\n 'augmented reality',\n 'context awareness',\n 'context-aware pervasive systems',\n 'fiduciary marker',\n 'human-computer interaction',\n 'location awareness',\n 'location-based service',\n 'situational awareness',\n 'topology',\n 'ubiquitous computing',\n 'mechanical aptitude',\n 'motor imagery',\n \"raven's progressive matrices\",\n 'exquisite corpse',\n 'graph (discrete mathematics)',\n 'idea',\n 'mental literacy',\n 'nodal organizational structure',\n 'personal wiki',\n 'rhizome (philosophy)',\n 'social map',\n 'spider mapping',\n 'cognitive geography',\n 'fuzzy cognitive map',\n 'repertory grid',\n 'mind map',\n 'kernel perceptron',\n 'kernel trick',\n 'actuarial science',\n 'artificial intelligence in healthcare',\n 'analytical procedures (finance auditing)',\n 'computational sociology',\n 'criminal reduction utilising statistical history',\n 'disease surveillance',\n 'learning analytics',\n 'pattern recognition',\n 'predictive inference',\n 'predictive policing',\n 'social media analytics',\n 'fisher information metric',\n 'kernel methods for vector output',\n 'kernel density estimation',\n 'representer theorem',\n 'similarity learning',\n \"cover's theorem\",\n 'radial basis function network',\n 'recurrent neural networks',\n 'tensor product network',\n 'consciousness',\n 'biological naturalism',\n 'emergent materialism',\n 'materialism',\n 'mind–body problem',\n 'monism',\n 'philosophy of mind',\n 'physicalism',\n 'presentism (philosophy of time)',\n 'natural language processing',\n 'artificial intelligence in fiction',\n 'blindsight',\n 'causality',\n 'computer game bot turing test',\n 'explanation',\n 'explanatory gap',\n 'functionalism (philosophy of mind)',\n 'graphics turing test',\n 'ex machina (film)',\n 'hard problem of consciousness',\n 'mark v. shaney',\n 'mind-body problem',\n 'philosophical zombie',\n 'problem of other minds',\n 'reverse engineering',\n 'sentience',\n 'simulated reality',\n 'social bot',\n 'technological singularity',\n 'uncanny valley',\n 'voight-kampff machine',\n 'winograd schema challenge',\n 'shrdlu',\n 'primate cognition',\n 'thomas nagel',\n 'animal cognition',\n 'alex (parrot)',\n 'action-specific perception',\n 'active inference',\n 'blue brain project',\n 'conceptual blending',\n 'conceptual metaphor',\n 'ecological psychology',\n 'embodied bilingual language',\n 'embodied embedded cognition',\n 'embodied music cognition',\n 'embodied phenomenology',\n 'extended cognition',\n 'extended mind thesis',\n 'externalism',\n 'feeling',\n 'image schema',\n 'metaphors we live by',\n \"moravec's paradox\",\n 'motor cognition',\n 'neuroconstructivism',\n 'neurophenomenology',\n 'plant cognition',\n 'where mathematics comes from',\n 'women, fire, and dangerous things',\n 'biocultural evolution',\n 'emotion',\n 'social cognition',\n 'social cognitive neuroscience',\n 'social cognitive and affective neuroscience',\n 'social psychology',\n 'sociobiology',\n 'neural synchrony',\n 'animal consciousness',\n 'bicameral mentality',\n 'boltzmann brain',\n 'cartesian theater',\n 'childhood amnesia',\n 'confidence',\n 'deindividuation',\n 'dunning–kruger effect',\n 'feldenkrais method',\n 'higher consciousness',\n 'human self-reflection',\n 'intentionality',\n 'julian jaynes',\n 'lucid dream',\n 'memory inhibition',\n 'mental noting',\n 'mindfulness',\n 'mirror test',\n 'modesty',\n 'the origin of consciousness in the breakdown of the bicameral mind',\n 'psychological mindedness',\n 'robert langs',\n 'autonomic computing',\n 'self-consciousness',\n 'self-knowledge (psychology)',\n 'situation awareness',\n 'vedanta',\n 'vipassanā',\n 'yoga nidra',\n 'cognitive grammar',\n 'construction grammar',\n 'constructivism (psychological school)',\n 'operant conditioning',\n 'personal construct theory',\n 'schema (psychology)',\n 'artificial consciousness',\n 'bohm interpretation',\n 'coincidence detection in neurobiology',\n 'electromagnetic theories of consciousness',\n 'evolutionary neuroscience',\n 'many-minds interpretation',\n 'orch-or',\n 'holonomic brain theory',\n 'mechanism (philosophy)',\n 'quantum neural network',\n 'role reversal',\n 'role-taking theory',\n 'abiogenesis',\n 'biolinguistics',\n 'bouba/kiki effect',\n 'bow-wow theory',\n 'digital infinity',\n 'essay on the origin of languages',\n 'evolutionary psychology of language',\n 'foxp2 and human evolution',\n 'generative anthropology',\n 'historical linguistics',\n \"man's first word\",\n 'neurobiological origins of language',\n 'origins of society',\n 'origin of speech',\n 'proto-language',\n 'theory of language',\n 'ambit (adolescent mentalization-based integrative treatment)',\n 'mentalization based treatment',\n 'metacognition',\n 'psychic equivalence',\n 'esoteric',\n 'esoteric cosmology',\n 'etheric body',\n 'spiritual evolution',\n 'subtle body',\n 'thoughtform',\n 'science',\n 'mind',\n 'asperger syndrome',\n 'cooperative eye hypothesis',\n 'vocabulary development',\n 'four causes',\n 'telos',\n 'teleology',\n 'high- and low-level',\n 'instrumentalism',\n 'intention',\n 'level of analysis',\n 'life stance',\n 'david marr (psychologist)',\n 'naturalization of intentionality',\n 'operationalism',\n 'philosophical realism',\n 'stance (linguistics)',\n \"the philosophy of 'as if'\",\n 'communication',\n 'common knowledge (logic)',\n 'media richness theory',\n 'against empathy',\n 'artificial empathy',\n 'attribution (psychology)',\n 'digital empathy',\n 'emotional intelligence',\n 'emotional literacy',\n 'empathic concern',\n 'empathizing–systemizing theory',\n 'empathy in chickens',\n 'empathy in literature',\n 'empathy in online communities',\n 'empathism',\n 'ethnocultural empathy',\n 'highly sensitive person',\n 'humanistic coefficient',\n 'identification (psychology)',\n 'life skills',\n 'mimpathy',\n 'moral emotions',\n 'oxytocin',\n 'people skills',\n 'philip k. dick',\n 'do androids dream of electric sheep?',\n 'rapport',\n 'self-conscious emotions',\n 'sensibility',\n 'simulation theory of empathy',\n 'social emotions',\n 'soft skills',\n 'theory of mind in animals',\n 'vicarious embarrassment',\n 'attention schema theory',\n 'constructivist epistemology',\n 'cotard delusion',\n 'deconstructivism',\n 'epiphenomenalism',\n 'nihilism',\n 'phenomenology (philosophy)',\n 'principle of locality',\n 'property dualism',\n 'reductionism',\n 'scientism',\n 'substance dualism',\n \"morgan's canon\",\n 'john c. lilly',\n 'louis herman',\n 'animal language',\n 'vocal learning',\n 'spindle neuron',\n 'military dolphin',\n 'u.s. navy marine mammal program',\n 'so long, and thanks for all the fish',\n 'uplift universe',\n 'box–behnken design',\n 'central composite design',\n 'gradient-enhanced kriging',\n 'ioso',\n 'optimal design',\n 'plackett–burman design',\n 'polynomial and rational function modeling',\n 'polynomial regression',\n 'probabilistic design',\n 'surrogate model',\n 'performance application programming interface',\n 'profiling (computer programming)',\n 'radial basis function',\n 'optiy',\n 'surrogate endpoint',\n 'surrogate data',\n 'fitness approximation',\n 'computer experiment',\n 'conceptual model',\n 'bayesian regression',\n 'bayesian model selection',\n 'interval finite element',\n 'curve fitting',\n 'line regression',\n 'local polynomial regression',\n 'polynomial interpolation',\n 'smoothing spline',\n 'padé approximant',\n 'bayesian experimental design',\n 'blocking (statistics)',\n 'convex function',\n 'convex optimization',\n 'design of experiments',\n 'efficiency (statistics)',\n 'entropy (information theory)',\n 'fisher information',\n 'glossary of experimental design',\n \"hadamard's maximal determinant problem\",\n 'information theory',\n 'jack kiefer (mathematician)',\n 'replication (statistics)',\n 'statistical model',\n 'abraham wald',\n 'jacob wolfowitz',\n 'finite difference time-domain method',\n 'all models are wrong',\n 'commensurability (philosophy of science)',\n 'conceptualist realism',\n 'fallibilism',\n 'internal realism',\n 'models of scientific inquiry',\n 'ontological pluralism',\n 'pragmatism',\n 'scientific realism',\n 'associative sequence learning',\n 'common coding theory',\n 'emotional contagion',\n 'mirror-touch synesthesia',\n 'mirroring (psychology)',\n 'motor theory of speech perception',\n 'on intelligence',\n 'positron emission tomography',\n 'speech repetition',\n 'mental event',\n 'mental function',\n 'mental operations',\n 'functional neuroimaging',\n 'noumenon',\n 'psychedelic experience',\n 'synchronicity',\n 'alan baddeley',\n 'auditory processing disorder',\n \"baddeley's model of working memory\",\n 'conduction aphasia',\n 'developmental verbal dyspraxia',\n 'echoic memory',\n 'echolalia',\n 'language development',\n 'language acquisition',\n 'language-based learning disability',\n 'mirror neurons',\n 'passive speakers (language)',\n 'phonological development',\n 'pronunciation',\n 'second-language acquisition',\n 'short-term memory',\n 'speech perception',\n 'thematic coherence',\n 'transcortical motor aphasia',\n 'transcortical sensory aphasia',\n 'vocabulary',\n 'diffuse optical imaging',\n 'hot cell',\n 'molecular imaging',\n 'hierarchical temporal memory',\n 'cohort model',\n 'speech recognition',\n 'auditory phonetics',\n 'trace (psycholinguistics)',\n 'haskins laboratories',\n 'procedural memory',\n 'kinesthetic learning',\n 'nonverbal communication',\n 'affective neuroscience',\n 'autism',\n 'behavioral contagion',\n 'emotional detachment',\n 'emotional competence',\n 'folie à deux',\n 'groupthink',\n 'limbic resonance',\n 'limbic regulation',\n 'microexpression',\n 'projective identification',\n 'viral phenomenon',\n 'lawrence w. barsalou',\n 'mental practice of action',\n 'predictive coding',\n 'roger sperry',\n 'vittorio guidano',\n 'william james',\n 'anti-realism',\n 'critical realism (philosophy of perception)',\n 'dialectical materialism',\n \"musgrave's scientific realism\",\n 'naïve realism',\n 'pessimistic induction',\n 'scientific materialism',\n 'scientific perspectivism',\n 'social constructionism',\n 'american philosophy',\n 'charles sanders peirce bibliography',\n 'doctrine of internal relations',\n 'holistic pragmatism',\n 'new legal realism',\n 'communication theory as a field',\n 'scientific method',\n 'realpolitik',\n 'dialectical realism',\n 'epistemological realism',\n 'extended modal realism',\n 'legal realism',\n 'modal realism',\n 'objectivism',\n 'philosophy of social science',\n 'principle of bivalence',\n 'problem of future contingents',\n 'truth-value link realism',\n 'speculative realism',\n 'direct and indirect realism',\n 'anekantavada',\n 'legal pluralism',\n 'nelson goodman',\n 'panarchy (political philosophy)',\n 'pantheism',\n 'pluralism (political philosophy)',\n 'pluralism (political theory)',\n 'postmodernism',\n 'quantifier variance',\n 'religious pluralism',\n 'value pluralism',\n 'deductive-nomological',\n 'explanandum',\n 'hypothetico-deductive method',\n 'inquiry',\n 'instrumental and value rationality',\n 'instrumental and intrinsic value',\n 'natural kind',\n 'fact–value distinction',\n 'inductive reasoning',\n 'john dewey',\n 'richard rorty',\n 'is logic empirical?',\n 'logical holism',\n 'pancritical rationalism',\n 'perspectivism',\n 'probabilism',\n 'defeasible reasoning',\n 'autopoiesis',\n 'consensus reality',\n 'constructivism in international relations',\n 'cultural pluralism',\n 'epistemological pluralism',\n 'tinkerbell effect',\n 'map–territory relation',\n 'meaning making',\n 'personal construct psychology',\n 'post-rationalist cognitive therapy',\n 'eigenmode expansion',\n 'beam propagation method',\n 'finite-difference frequency-domain',\n 'scattering-matrix method',\n 'discrete dipole approximation',\n 'internal model (motor control)',\n 'knowledge representation',\n 'lovemap',\n 'macrocognition',\n 'neuro-linguistic programming',\n 'neuroeconomics',\n 'neuroplasticity',\n 'ooda loop',\n 'psyche (psychology)',\n 'self-stereotyping',\n 'social intuitionism',\n 'system dynamics',\n 'text and conversation theory',\n 'binomial approximation',\n \"euler's method\",\n 'finite differences',\n 'finite difference methods',\n \"newton's method\",\n 'power series',\n 'taylor series',\n 'bayes linear statistics',\n 'gaussian process',\n 'multivariate interpolation',\n 'nonparametric regression',\n 'radial basis function interpolation',\n 'spatial dependence',\n 'variogram',\n 'information field theory',\n 'bayesian inference',\n 'bayesian hierarchical modeling',\n 'statistical inference',\n 'buffer analysis',\n 'cartography',\n 'complete spatial randomness',\n 'cost distance analysis',\n 'geocomputation',\n 'geospatial intelligence',\n 'geospatial predictive modeling',\n 'de-9im',\n 'geographic information science',\n 'mathematical statistics',\n 'modifiable areal unit problem',\n 'point process',\n 'proximity analysis',\n 'spatial autocorrelation',\n 'spatial descriptive statistics',\n 'spatial relation',\n 'terrain analysis',\n 'boundary problem (in spatial analysis)',\n 'extrapolation domain analysis',\n 'fuzzy architectural spatial analysis',\n 'geodemographic segmentation',\n 'geographic information systems',\n 'geoinformatics',\n 'geostatistics',\n 'permeability (spatial and transport planning)',\n 'spatial econometrics',\n 'spatial epidemiology',\n 'suitability analysis',\n 'viewshed analysis',\n 'lasso (statistics)',\n 'local regression',\n 'non-parametric statistics',\n 'semiparametric regression',\n 'isotonic regression',\n 'multivariate adaptive regression splines',\n 'surface fitting',\n 'smoothing',\n 'bayesian interpretation of regularization',\n 'gaussian free field',\n 'gauss–markov process',\n \"student's t-distribution\",\n 'imprecise probability',\n 'asymptotic expansion',\n 'generating function',\n 'madhava series',\n 'newton polynomial',\n 'puiseux series',\n 'shift operator',\n \"aitken's delta-squared process\",\n 'bisection method',\n 'euler method',\n 'fast inverse square root',\n 'scoring algorithm',\n 'gradient descent',\n 'integer square root',\n 'kantorovich theorem',\n \"laguerre's method\",\n 'methods of computing square roots',\n \"newton's method in optimization\",\n 'richardson extrapolation',\n 'root-finding algorithm',\n 'secant method',\n \"steffensen's method\",\n 'subgradient method',\n 'finite difference',\n 'finite difference time domain',\n 'infinite difference method',\n 'stencil (numerical analysis)',\n 'finite difference coefficients',\n 'five-point stencil',\n 'lax–richtmyer theorem',\n 'finite difference methods for option pricing',\n 'upwind differencing scheme for convection',\n 'central differencing scheme',\n 'discrete poisson equation',\n 'discrete laplace operator',\n 'discrete calculus',\n 'divided differences',\n 'finite-difference time-domain method',\n 'finite volume method',\n 'ftcs scheme',\n \"gilbreath's conjecture\",\n 'sheffer sequence',\n 'summation by parts',\n 'time scale calculus',\n 'crank–nicolson method',\n 'linear multistep method',\n 'numerical integration',\n 'numerical methods for ordinary differential equations',\n 'tacit knowledge',\n 'explicit knowledge',\n 'conversation theory',\n 'organizational structure',\n 'organizational culture',\n 'organizational communication',\n 'sensemaking',\n 'structuration theory',\n 'causal loop diagram',\n 'comparison of system dynamics software',\n 'ecosystem model',\n 'plateau principle',\n 'system archetype',\n 'system dynamics society',\n 'twelve leverage points',\n 'wicked problem',\n 'world3',\n 'population dynamics',\n 'predator-prey interaction',\n 'dynamical systems theory',\n 'grey box model',\n 'operations research',\n 'social dynamics',\n 'system identification',\n 'systems theory',\n 'systems thinking',\n 'triz',\n 'jay forrester',\n 'dennis meadows',\n 'donella meadows',\n 'peter senge',\n 'graeme snooks',\n 'john sterman',\n 'contagion heuristic',\n 'dual process theory (moral psychology)',\n 'ethical intuitionism',\n 'moral foundations theory',\n 'moral sense theory',\n 'social identity theory',\n 'social identity approach',\n 'ego death',\n 'human spirit',\n 'inscape (visual art)',\n 'motivation',\n 'nafs',\n 'persona',\n 'persona (psychology)',\n 'reincarnation',\n 'psychosis',\n 'control theory',\n 'double-loop learning',\n 'dmaic',\n 'pdca',\n 'learning cycle',\n 'maneuver warfare',\n 'nursing process',\n 'problem solving',\n 'swot analysis',\n 'united states army strategist',\n 'activity-dependent plasticity',\n 'brain training',\n 'environmental enrichment (neural)',\n 'neural backpropagation',\n 'neuroplastic effects of pollution',\n 'psychedelic drug',\n 'kinesiology',\n 'journal of neuroscience, psychology, and economics',\n 'emotional freedom technique',\n 'milton h. erickson',\n 'family systems therapy',\n 'frank farrelly',\n 'avatar course',\n 'steve andreas',\n 'richard bandler',\n 'john grinder',\n 'paul mckenna',\n 'allegory of the cave',\n 'blind men and an elephant',\n 'emic and etic',\n 'fallacy of misplaced concreteness',\n 'good regulator',\n 'ludic fallacy',\n \"mary's room\",\n 'mind projection fallacy',\n 'nominalism',\n 'non-aristotelian logic',\n 'on the content and object of presentations',\n 'philosophy of perception',\n 'reification (fallacy)',\n 'structural differential',\n 'surrogation',\n 'unintended consequences',\n 'use–mention distinction',\n 'when a white horse is not a horse',\n 'naturalistic decision-making',\n 'karol g. ross',\n 'sexual script theory',\n 'alphabet of human thought',\n 'belief revision',\n 'chunking (psychology)',\n 'commonsense knowledge (artificial intelligence)',\n 'conceptual graph',\n 'datr',\n 'fo(.)',\n 'first-order logic',\n 'logico-linguistic modeling',\n 'knowledge graph',\n 'knowledge management',\n 'semantic technology',\n 'valuation-based system',\n 'repetitive control',\n 'common sense',\n 'concept',\n 'concept mapping',\n 'conceptual framework',\n 'conceptual model (computer science)',\n 'conceptual schema',\n 'conceptual system',\n 'information model',\n 'international conference on conceptual modeling',\n 'interpretation (logic)',\n 'isolated system',\n 'ontology (computer science)',\n 'paradigm',\n 'physical model',\n 'process of concept formation',\n 'scientific modeling',\n 'theory',\n 'cognitive bias',\n 'cognitive description',\n 'cognitive development',\n 'cognitive interventions',\n 'cognitive module',\n 'cognitive poetics',\n 'cognitive robotics',\n 'connectionism',\n 'discursive psychology',\n 'evolutionary psychology',\n 'fuzzy-trace theory',\n 'genetic epistemology',\n 'artificial intelligence',\n 'intertrial priming',\n 'models of abnormality',\n 'neurocognitive',\n 'perceptual control theory',\n 'psychological adaptation',\n 'rubicon model (psychology)',\n 'water-level task',\n 'applied element method',\n 'boundary element method',\n \"céa's lemma\",\n 'direct stiffness method',\n 'discontinuity layout optimization',\n 'discrete element method',\n 'finite difference method',\n 'finite element machine',\n 'finite element method in structural mechanics',\n 'finite volume method for unsteady flow',\n 'infinite element method',\n 'isogeometric analysis',\n 'lattice boltzmann methods',\n 'meshfree methods',\n 'movable cellular automaton',\n 'multidisciplinary design optimization',\n 'patch test (finite elements)',\n 'rayleigh–ritz method',\n 'tessellation (computer graphics)',\n 'weakened weak form',\n '3d computer graphics',\n '3d printing',\n 'additive manufacturing file format',\n 'algorithmic art',\n 'cad standards',\n 'coarse space (numerical analysis)',\n 'comparison of 3d computer graphics software',\n 'comparison of cad, cam, and cae file viewers',\n 'comparison of computer-aided design software',\n 'comparison of eda software',\n 'computer-aided industrial design',\n 'digital architecture',\n 'iso 128',\n 'iso 10303',\n 'model-based definition',\n 'molecular design software',\n 'open-source hardware',\n 'rapid prototyping',\n 'responsive computer-aided design',\n 'system integration',\n 'virtual prototyping',\n 'virtual reality',\n 'em simulation software',\n 'analytical regularization',\n 'computational physics',\n 'electromagnetic field solver',\n 'electromagnetic wave equation',\n 'mie theory',\n 'physical optics',\n 'rigorous coupled-wave analysis',\n 'uniform theory of diffraction',\n 'shooting and bouncing rays',\n 'computational cognition',\n 'computational models of language acquisition',\n 'mindmodeling@home',\n 'vernon mountcastle',\n 'adaptive resonance theory',\n 'stephen grossberg',\n 'predictive learning',\n ...]"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "['random forest',\n 'decision tree',\n 'data mining',\n 'text mining',\n 'statistical semantics']"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_randomwalk('random forest', 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成随机游走序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "gamma = 10  # 每个节点作为起始点生成随机游走序列个数\n",
    "walk_length = 5  # 随机游走序列最大长度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8560/8560 [00:00<00:00, 11747.29it/s]\n"
     ]
    }
   ],
   "source": [
    "random_walks = []\n",
    "\n",
    "for n in tqdm(all_nodes):  # 遍历每个节点\n",
    "    for i in range(gamma):  # 每个节点作为起始点生成gamma个随机游走序列\n",
    "        random_walks.append(get_randomwalk(n, walk_length))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "85600"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 生成随机游走序列个数\n",
    "len(random_walks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "['support-vector machine',\n 'winnow (algorithm)',\n 'support vector machine',\n 'space mapping',\n 'semiconductor device modeling']"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_walks[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练Word2Vec模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec  # 自然语言处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Word2Vec(vector_size=256,  # Embedding维数\n",
    "                 window=4,  # 窗口宽度\n",
    "                 sg=1,  # Skip-Gram\n",
    "                 hs=0,  # 不加分层softmax\n",
    "                 negative=10,  # 负采样\n",
    "                 alpha=0.03,  # 初始学习率\n",
    "                 min_alpha=0.0007,  # 最小学习率\n",
    "                 seed=14  # 随机数种子\n",
    "                 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用随机游走序列构建词汇表\n",
    "model.build_vocab(random_walks, progress_per=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(16551682, 16557250)"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 训练（耗时1分钟左右）\n",
    "model.train(random_walks, total_examples=model.corpus_count, epochs=50, report_delay=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析Word2Vec结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(256,)"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看某个节点的Embedding\n",
    "model.wv.get_vector('random forest').shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array([ 0.14518891, -0.45754087, -0.18171763,  0.33664873, -0.11616103,\n        0.3977227 ,  0.1805155 , -0.1529358 , -0.05544387, -0.03408217,\n        0.2987322 ,  0.1206003 , -0.11472411, -0.01412992,  0.37573203,\n       -0.07760524, -0.42646697, -0.03614927,  0.4180356 ,  0.15488847,\n        0.19315603, -0.5014027 ,  0.31018198,  0.22205818,  0.02129777,\n        0.734584  ,  0.09404295,  0.31538925,  0.51721185, -0.2151191 ,\n        0.490583  , -0.2255046 ,  0.25045985, -0.04481234,  0.06187122,\n       -0.3285692 ,  0.42574158,  0.3869485 , -0.21237238,  0.15959987,\n        0.14293556,  0.21058047,  0.21504156, -0.78352785,  0.17535886,\n       -0.14409347,  0.49966878,  0.2595373 ,  0.14376605, -0.36299148,\n        0.20669135, -0.27840176, -0.37971038, -0.06368928, -0.16268623,\n        0.397038  , -1.1198158 ,  0.32518   , -0.15592232,  0.35125038,\n        0.4754158 ,  0.08478351, -0.10053062,  0.20439509,  0.5190775 ,\n       -0.2564122 , -0.4110903 , -0.3437619 , -0.11153349,  0.39201003,\n       -0.39115414, -0.02794214,  0.05889111,  0.25699756,  0.02253103,\n        0.60672766,  0.47801793, -0.08833326, -0.1228113 ,  0.26216978,\n        0.30084172, -0.12347726,  0.48309213, -0.36283657,  0.3617411 ,\n       -0.8898514 , -0.22701034, -0.48984495, -0.42014533,  0.20896529,\n        0.244576  ,  0.00628399, -0.31739965, -0.01489819, -0.27983403,\n        0.11855783,  0.3497355 , -0.2271305 ,  0.05108082,  0.15918346,\n       -0.26309967, -0.1437574 , -0.07753444, -0.5068202 , -0.19215086,\n        0.4780858 , -0.1909654 ,  0.1483357 , -0.31470373,  0.54811686,\n       -0.16456197, -0.21163398,  0.3463249 , -0.13527127, -0.09430654,\n       -0.35736802,  0.12121608,  0.08660718, -0.38633758,  0.08945648,\n       -0.35497826, -0.0874669 ,  0.14543366, -0.79469955,  0.06268458,\n        0.451372  , -0.31215924,  0.29631433, -0.5034382 , -0.3535419 ,\n       -0.15007322,  0.01191015,  0.09443158, -0.01415366,  0.05036298,\n       -0.23844117, -0.16891035,  0.05234987, -0.10826483,  0.01269948,\n       -0.41986904, -0.23414026,  0.15402621,  0.04157819, -0.16244346,\n       -0.50669366,  0.14176449,  0.13005938, -0.49444872, -0.5134284 ,\n       -0.31168923,  0.2552486 ,  0.71346277,  0.08830591,  0.0642174 ,\n       -0.37235975,  0.36973467,  0.4323223 , -0.20358685, -0.25785133,\n        0.36004   ,  0.20921467, -0.46967953, -0.3409175 ,  0.30189124,\n        0.46762124, -0.41135687, -0.11172484, -0.6856714 ,  0.37997797,\n       -0.19339885, -0.06317081,  0.6067446 , -0.29142478,  0.24613075,\n       -0.23577127, -0.1590156 ,  0.18190601, -0.25435466, -0.09902576,\n        0.09437425, -0.24597591, -0.24592511, -0.36314008, -0.75968903,\n        0.14169759,  0.19420673, -0.4401831 ,  0.31777614,  0.5338611 ,\n       -0.24403696,  0.25747955, -0.06280165, -0.14273134,  0.09178702,\n       -0.4164738 ,  0.43179092,  0.47239608,  0.12716766, -0.3218758 ,\n        0.13242131,  0.09523102,  0.7977798 ,  0.3157561 , -0.35187224,\n       -0.12887888,  0.25226814, -0.03651434,  0.17844616, -0.15828194,\n       -0.13274325,  0.05820797, -0.01685073, -0.19208464, -0.2223722 ,\n       -0.5517473 ,  0.37133247,  0.3681496 , -0.14231877,  0.31238598,\n        0.59417605, -0.57738936,  0.12732075,  0.4207978 , -0.28865615,\n        0.20244941,  0.34678686,  0.4133789 , -0.10847743,  0.3431978 ,\n        0.30592874,  0.02969131,  0.08500161, -0.33145532,  0.32535362,\n       -0.3144889 , -0.07915562, -0.389605  , -0.45203435, -0.14543504,\n       -0.04256302,  0.46086422, -0.3901068 , -0.46830505, -0.26940653,\n       -0.40028322,  0.04123797, -0.17874661,  0.3224329 ,  0.1259297 ,\n        0.25554428, -0.1145049 ,  0.12354141,  0.1283433 ,  0.11974338,\n       -0.1368014 ], dtype=float32)"
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 得到一个低位连续稠密的向量，反映了节点在图里的连接信息，集群信息和一些语义信息\n",
    "model.wv.get_vector('random forest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[('decision list', 0.7057319283485413),\n ('decision matrix', 0.6905376315116882),\n ('behavior tree (artificial intelligence, robotics and control)',\n  0.6743292212486267),\n ('drakon', 0.6401029229164124),\n ('behavior trees (artificial intelligence, robotics and control)',\n  0.6222963929176331),\n ('decision stump', 0.6150178909301758),\n ('pseudocode', 0.613236665725708),\n (\"sperner's lemma\", 0.5968061685562134),\n ('minimum spanning tree', 0.5966562032699585),\n ('idef6', 0.5924583077430725)]"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 找相似词语\n",
    "model.wv.similar_by_word('decision tree')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA降维可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化全部词条的二维Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = model.wv.vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将Embedding用PCA降维到2维\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "embed_2d = pca.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(8560, 2)"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embed_2d.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x1008 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(14, 14))\n",
    "plt.scatter(embed_2d[:, 0], embed_2d[:, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化某个词条的二维Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "term = 'computer vision'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "term_256d = model.wv[term].reshape(1, -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 256)"
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "term_256d.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "term_2d = pca.transform(term_256d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "array([[-0.3295659,  0.6523357]], dtype=float32)"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "term_2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x1008 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 14))\n",
    "plt.scatter(embed_2d[:, 0], embed_2d[:, 1])\n",
    "plt.scatter(term_2d[:, 0], term_2d[:, 1], c='r', s=200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化某些词条的二维Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算PageRank重要度\n",
    "pagerank = nx.pagerank(G)\n",
    "# 从高到低排序\n",
    "node_importance = sorted(pagerank.items(), key=lambda x: x[1], reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 取最高的前n个节点\n",
    "n = 30\n",
    "terms_chosen = []\n",
    "for each in node_importance[:n]:\n",
    "    terms_chosen.append(each[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 手动补充新节点\n",
    "terms_chosen.extend(\n",
    "    ['computer vision', 'deep learning', 'convolutional neural network', 'convolution', 'natural-language processing',\n",
    "     'attention (machine learning)', 'support-vector machine', 'decision tree', 'random forest',\n",
    "     'computational imaging', 'machine vision', 'cognitive science', 'neuroscience', 'psychophysics', 'brain',\n",
    "     'visual cortex', 'visual neuroscience', 'cognitive model', 'finite difference', 'finite difference time domain',\n",
    "     'finite difference coefficients', 'finite difference methods for option pricing', 'iso 128', 'iso 10303'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "['graph theory',\n 'chaos theory',\n 'claude shannon',\n 'information theory',\n 'operations research',\n 'quantum logic gate',\n 'data mining',\n 'remote sensing',\n 'electromagnetic wave equation',\n 'collective intelligence',\n 'control theory',\n 'fourier transform',\n 'empathy',\n 'false dilemma',\n 'simulated reality',\n 'superlens',\n 'digital preservation',\n 'wearable computer',\n 'low-density parity-check code',\n 'analytics',\n 'spatial dependence',\n 'constructed language',\n 'correlation',\n 'semantic web',\n 'psychoacoustics',\n 'collaborative software',\n 'philosophy of perception',\n 'cognitive science',\n 'transhumanism',\n 'self-awareness',\n 'computer vision',\n 'deep learning',\n 'convolutional neural network',\n 'convolution',\n 'natural-language processing',\n 'attention (machine learning)',\n 'support-vector machine',\n 'decision tree',\n 'random forest',\n 'computational imaging',\n 'machine vision',\n 'cognitive science',\n 'neuroscience',\n 'psychophysics',\n 'brain',\n 'visual cortex',\n 'visual neuroscience',\n 'cognitive model',\n 'finite difference',\n 'finite difference time domain',\n 'finite difference coefficients',\n 'finite difference methods for option pricing',\n 'iso 128',\n 'iso 10303']"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "terms_chosen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 输入词条，输出词典中的索引号\n",
    "term2index = model.wv.key_to_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# index2term = model.wv.index_to_key\n",
    "# term_index = np.array(term2index.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x1008 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化全部词条和关键词条的二维Embedding\n",
    "plt.figure(figsize=(14, 14))\n",
    "plt.scatter(embed_2d[:, 0], embed_2d[:, 1])\n",
    "\n",
    "for item in terms_chosen:\n",
    "    idx = term2index[item]\n",
    "    plt.scatter(embed_2d[idx, 0], embed_2d[idx, 1], c='r', s=50)\n",
    "    plt.annotate(item, xy=(embed_2d[idx, 0], embed_2d[idx, 1]), c='k', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TSNE降维可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化全部词条的二维Embedding¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Python39\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
      "  warnings.warn(\n",
      "C:\\Program Files\\Python39\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# 将Embedding用TSNE降维到2维\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, n_iter=1000)\n",
    "embed_2d = tsne.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x1008 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 14))\n",
    "plt.scatter(embed_2d[:, 0], embed_2d[:, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化全部词条和关键词条的二维Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x1008 with 1 Axes>",
      "image/png": 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KBN7CZ6Sm6Vi5M6tO9i3FBoUQQjQWEnwLIYSL5gzvjEalVLldo1ZsBg+OFlwylBslz1X4jLr8LBpBOqGEEEI0CjLtXAghXGQKEGxVO69O8FDTdcGF8JS6/CyqlaodWkIIIURDJMG3EELYkZqmY+mWA+TkldDGIj/bU6N0CrLEkvANakXBYHQ0V8N76mq/QgghRG2T4FsIISpJTdOxcP0+zhVfLj6lyyth7roMwPUpsqFajcMCVkYqpvtK8C3qWl0GwFFOiq3NT82oko/eqUUQX84a7MVWCSGEEJ4nwbcQotGyHNluptWgKBXrdivYztcu0RvcCpZH9mzttIiVLLEkfEFUqLZOpp47K7ZmK/AGOHiqiNikjUDNUj+EEEKI2iTBtxCiUag8hfyGLpF8/LOOEr0BwGqE2tEYoKvBcmqajo9/1jl9nKeWWDK9Pl1eiXkKsSxlJlw1Z3hn5q7LMH8fbHE2k8NdCjC5XzuHn88Pd2U73c65Yj1zPtoDSOE2IYQQvk2CbyFEg5eaprMKLHR5JazameUwyLbH1WB56ZYDDgMZAK1G7ZElliq/PtMUYl1eCXM+2kPyZ/vIL9Fb5a0LYcn0mTB14Nia/eHpNcBfSIxz+ll0dTq83mCUFA4hhBA+z6vBt6IonYEUi5uuAJ4EQoFpwOlLtz9uNBo/92ZbhBCNl61AuDqBtzvBsrMRck+OSjsK9PUGozloqk7eumg8LIsJpqbprKr6e2t/zrhTCE5SOIQQQvg6rwbfRqPxABAHoCiKGtABnwB3Ay8YjcZ/e3P/QggBnrkoD9VqSB7tel5pGzs5tFGhWnYkDalxeyy58/rczVv3VfYq0QvPSIiPYuH6fV7bfsuQJgxYstXp+zexb7TTugkmnkrhEEIIIbylNqed/xU4bDQaMxVZ01MIUYvsBcL2CqtZqu4Ita0cWk9NM6/M3uuzp76PEM5PzbBKG5ARfc+bvOIHq2r/ntQypAmnC0spv/QG6vJKmLUmHaj6/i1K6A7gNADXqBWvfLeEEEIIT1LV4r5uBz60+Hu6oih7FUV5S1GUsFpshxCikZkzvDNajdrqNq1GzeR+7Rw+TwF2JA2pVkCXEB/F4jHdiQrVolARxC8e090rwaGt1+dIfR0hnJ+aQWzSRlbayNc3jeiLmpu84gd2HM716DYVYEq/dhxbMoIzFoG3SbkRHvt4r83nLkrozrElI8z/LU+MI1SrMd8fFqhh6bie0vEihBDC59XKyLeiKE2A0cDcSzf9H/A0FYNOTwPPA/dUes7fgb8DtGvn+AJZCCEcsSwmVXmaa6+YcGampNt8Xk2DVMscWm+qXCzLmRu6RHq7SR5nb8kpS/V9RN9XeDrwhoof+29+P01qmg6DnekmF8vKXdpWbX2vhBBCCE+rrWnnNwO/GI3GkwCm/wMoirIC2FD5CUaj8XXgdYBevXpVpzaSEEKY2btgT4iPYndmbpXq59WdIj4/NYMPd2VjMBpRKwoT+0abp856k+XrM61/bM83v592eL+vcXUktr6O6DcWOXklMjtBCCFEo1ZbwfdELKacK4rS2mg0/nnpz9uAX2upHUIIUcWihO70igmvcQGvyqOzBqPR/HdtBOAmLUOacLKg1O799WmEuO8zXzp8LSYKSM6vGypXMw8L1LBglOsFBaujTai2Xn32hBBCCE/zevCtKEoQMBS4z+Lm5xRFiaNiJtqxSvcJIUStM40cm6poP5KSztItB9wKwu1Ni165M4teMeG1NlV217yhDoPW6o4QV95my5Am7Jo3tFrbsmSvcvn81AyXAm+Ayf3ayVRkF9ibRXCuWM+cj/YAMKBDuMennptmkjhKjRjQIdyj+xRCCCF8jWJ0cf3MutSrVy/j7t2767oZQogGLjVNV6VCObg+KuhourdWo/ZawTV7bL2e6rbDXjBvWrsiNFBTpTp2pxZBfDlrsNM2zkpJxzLbVwUsS4xj9po9Lq3xHKBW+P2ZW5w+rrFzZfq+aSk8TxRdCwvUkFest+pQsfcdc+WzIoQQrlAU5Wej0dirrtshhC0SfAshxCUDlmx1WLDM2VrfznKtvbHGtzOeWg/b2WuzxxRI29tnp8c3ordRZ0urUVFi645K/BQ4tHhEtdrWWFjWIXBGAY4uuXw8nX0nHDm2xPb7Imu0CyG8SYJv4ctqc51vIYTwac7yUfNK9DVaT7ou8l3rujJ0OZiPGWCVZ+xIib4ctaI4DBin9GtXq7n09ZErVeItVU5JsLVevSV771GUg9SGuv5MCiGEEHWlNtf5FkIIn+ZKLrSj9aQVm7e6t/2GqERvYOH6fcxZu8elwNtkYt9om7e3DGnCsSUjJPB2wYe7sl1+rEatVClaZ1qv3nJdbROtRs3EvtFV1piv7koBQgghREMnwbcQQlxyQ5dIpwE02B/BPrpkhN3nN/aA5FyxHn2562lOKqWiQvyUfu1QKxVHVa0oTOnXrkZF3mJjY/nqq69s3jd16lTmz59f7W37IlemmgMEalQsHdfT7nJ86QuGsTwxjqhQLQoVI9uLx3RnUUJ3Fo/pXuV2GdkWQgghqpJp50IIQUUe6sc/63AlVHE0gm3Kl21oea1RoVqnub9l+SfRvXov7eZ8iqJSO3ysM5P6tgMqAnDTCPe2bduYMuVmFiUcr9G2GxNnU/f9/VT8a2wPlz6b9qaLyzTyulNb55mGdj4TQoi6IsG3EEIAS7ccsJvXWpkrI9gNLSCxlfurUSkEB/iRV6wnNFDD6Xzbz9Vq1Pj7qcgr0WMsNzgNzAd0CGdRQvcqF/w3R5z15EtqFCb2jbaZ8y358vVf5crxurwSZqakM2tNOpP6eu79nZ+awaqdWeaOSV1eSY1qXwghRGMm086FEAL3iqHVpwvO7OxsxowZQ2RkJBEREUyfPh2A8vJyFi1aRExMDC1atODOO+8kP78iej527BiKovDuu+/Srl07mjdvzr7P3zFPLy7NOcCZlbPQvZhIzit3cFvp16Q9OQzVxmQATr08kewXxnFR9xuaw9/C+ido98dasv8zkbztH5C3fRVn1v/b3May/JNk/msklBuY0q8dL43tTM+/JjBuUA92Jo/m5LpFZJ86x5P/mEJOTg7BwcEEBweTk5NDeXk5S5YsoUOHDkRERDBhwgRycy8vkfX+++8TExNDREQEzzzzjMvH7dy5c4wcOZLIyEjCwsIYOXIkx49fHnEfPHgwTzzxBAMGDCAkJIRhw4Zx5swZ8/3vvfeeeb9PP/201XT3ytPbt23bRtu2bc1/m15PSEgIV111FZ988on5PoPBwOzZs2nevDnt27fn5ZdfRlEUysrKAMjPz+fee++ldevWREVFwe4UJvWOqjJ1XwLv+s9eh2G5EVbuzGJ+aoaNZ7nHVLCv8twJR7UvhBBC2CfBtxBC4HoxNFdywn2FwWBg5MiRxMTEcOzYMXQ6HbfffjsA77zzDu+88w7ffPMNR44cobCw0ByYm2zfvp0DBw7w9ddf89RTT9E54Dw7koYQc3At/7d4PsWFBRw+fJgJEyYA8N133wFQcD4fw8US/nz/n8wbcRUHf01jaL8erPkug5ghk+221wh88/tprrzuFg7l5NL63v/S9qFVNO11K6omAbQYn4wmJILCwkIKCwtp06YNL730EqmpqXz77bfk5OQQFhbGgw8+CMD+/ft54IEHeP/998nJyeHs2bNWAbQj5eXl3H333WRmZpKVlYVWq61yfD744APefvttTp06RWlpKf/+97/N+/3HP/7BqlWr+PPPP8nPz0en07m0X4AOHTrw/fffk5+fz4IFC5gyZQp//vknACtWrGDTpk2kp6fzyy+/kJqaavXcqVOn4ufnx6FDh0hLS+OLL74g5swuDi++hWNLRnB48S0SeDcQzjoM3alyb0tqms7hNupi9QYhhKjvJPgWQggqplVXrtpsy+R+7WqhNTVUUABvvMGPd91FzpEjLH3ySYKCgggICOC6664DYNWqVcyaNYsrrriC4OBgFi9ezOrVq80jqAALFixAq9XSs2dPevbsyZ49ewDQaDQcOnSIM2fOEBwcTL9+/Rw2p02bNjz00EOM7R3D3kWjmHnjlXYfm3lcx9nffiR8+IOoA4JR1H4EtLscLBoqFW179dVXeeaZZ2jbti3+/v4kJyfz0UcfUVZWxkcffcTIkSMZNGgQ/v7+PP3006hUrv3sRUREMHbsWAIDAwkJCWHevHl8++23Vo+5++67ufLKK9FqtUyYMIH09HQAPvroI0aNGsV1111HkyZNeOqpp1AU17ttxo8fT5s2bVCpVCQmJtKpUyd+/PFHANasWcPDDz9M27ZtCQsLIykpyfy8kydP8vnnn7N8+XKCgoJo0aIFjzzyCKtXr3Z536L+8PbqCXPX7a3T/QshREMkwbcQQnB5SSVH6xMDvj9quH07+latKX7wIbJXrSK6qAhj22jYvt3qYTk5OcTExJj/jomJoaysjJMnT5pva9WqlfnfgYGBFBYWAvDmm2/yxx9/0KVLF3r37s2GDRscNik6uuqSYdomtjs6DOdPo9KGoA4Itnm/WmUdxGZmZnLbbbcRGhpKaGgoXbt2Ra1Wc/LkSXJycqz2HRQUREREhMO2mhQXF3PfffcRExND06ZNGTRoEHl5eRgMl6f52js+lfcbGBjo8n6hYsp6XFyc+TX9+uuv5intlbdt+e/MzEz0ej2tW7c2P/e+++7j1KlTLu9b1B/eXj2hRF9ep/sXQoiGSIJvIYS4JCE+ih1JQ+wG4M4C8zpXUIB++E1oiosILL1ANHDcaEQpLkI//Ca4FBxCxWh0Zmam+e+srCz8/Pxo2bKl09106tSJDz/8kFOnTvHYY48xbtw4ioqK7I7uVr49KCiIDmEa80wDQ+E5833qppGUlxRQfqGQyhQUQgKs64RGR0ezadMm8vLyzP9duHCBqKgoWrduTXb25XWui4uLOXvWtaJtzz//PAcOHGDXrl2cP3/ePKXe6MLSXa1bt7aa3l5SUmK136CgIIqLi81/nzhxwvzvzMxMpk2bxssvv8zZs2fJy8vj6quvNu+38rYtX190dDT+/v6cOXPGfCzOnz/Pvn37XHrN7khN0zFgyVbaJ21kwJKtpKa5Pq1eeEZCfBRhgVXXX6/N/QshhHCPBN9CCFGJrSno9WKd7pQU9GWXR2b7AK2BJOBcaRk7F7/Ejh07AJg4cSIvvPACR48epbCwkMcff5zExET8/JwvgrFy5UpOnz6NSqUiNDQUAJVKRWRkJCqViiNHjjh8flxcHIf2/sSs/uG0DDCQv3Ot+T6/4HC0V1zD2S/+D8OFQoyGMi5k/wrArddeRdH5PHNhOID777+fefPmmTsSTp8+zaeffgrAuHHj2LBhA9u3b6e0tJQnn3yS8nLHo3kmBQUFaLVaQkNDyc3NZeHChS49LzVNR2peNKs/TqX7Ay+x9sejJCcnWwXtcXFxfP755+Tm5nLixAmWL19uvs/UiREZGQnA22+/za+//mq+f8KECfznP/9Bp9ORl5fHv/71L/N9rVu3ZtiwYcyePZvz589TXl7O4cOHq0yXrylTlW1dXglGLle/lgC89i0Y1a2umyCEEMINEnwLIUQlllPQFSpGvBeP6e77Iz0HDxJYesH8pxpYDxwCupZd5Mbnkln88psA3HPPPdxxxx0MGjSI9u3bExAQwEsvveTSbjZv3ky3bt0IDg7m4YcfZvXq1Wi1WgIDA5k3bx4DBgwgNDSUnTt32nz+0KFDSUxMZM6kYZxdOYv/PHqv1f0RI2ejqNXkrLif4y9N5vzuT+nUIohXp49m4sSJXHHFFYSGhpKTk8PDDz/M6NGjGTZsGCEhIfTr149du3YB0K1bN1555RUmTZpE69atCQsLs6oq7sjMmTMpKSmhefPm9OvXj5tuusnm4+anZhCbtJF/rt3D7mPnmJmSzjn/loTfeB+/rXqa2wf3JLugnBYtWuDv7w/AHXfcQc+ePYmNjWXYsGEkJiaat3fVVVcxe/Zs+vfvT8uWLcnIyGDAgAHm+6dNm8awYcPo0aMH8fHx3HLLLfj5+aFWV3QWvffee5SWlnLVVVcRFhbGuHHjzMXaPMVWlW2pfl03EuKjWJ4YZ/O+Y0tG1GjbQXZSQ6B+FZ4UQghforgyha6u9erVy7h79+66boYQQvi2N96g+B8PEai/UOWuIo0/C/96Hx/FDWPZhDif60jo9PhG7KWYdmoRxJezBtdqeyyZlluqTKtROc2LBWilhd1P38rBgwdp3769R9u2adMm7r//fqsUAm+LTdpo976aBnzCd6Sm6Zi9dk+VIocg77PwbYqi/Gw0GnvVdTuEsMX5/EIhhBD1wlNBVzPLTt61UVGxoetAyo0w56OKquW+FIAvHR/HzJT0KrerVQoP3tCp9ht0ib3AGxwXpCo+tIuAmJ5ghH1b3qB79+7ExsbWuD0lJSV88803DBs2jJMnT7Jw4UJuu+22Gm/XHWpFwWCj417tRkV3Ubv6PvMlJwtKrW5ztt676fywdMsBcvJKaBOqZc7wzj513hBCiPpGpp0LIUQDkJqm4609Z5k6PpnCJlqKNBVTnIs0/hQ20TJ1fDLFTSoKxukNRp+bImyveJShvG7buqqaayWXHNzF8Vfu4vgrd6IuOMnq1avdWm7MHqPRyIIFCwgLCyM+Pp6uXbvy1FNP1Xi77rAVeDu6XdQtW4E3VKwDPj81w+FzTUUojy4ZwY6kIRJ4CyFEDcnItxBCNADJn1VUtN7dtht9HnyPkb99T2xeDsdC27Ch60Bz4G2Sk1dSF810KK9Yb/P2umxrdcPJiJtnEHHzDLQaNYvHdKdzZ88ELYGBgfz0008e2VZ1RYVq0dl4T3x+NYBGylbgbfLhrmzfXz5RCCEaEBn5FkKIBiCv5HLgWtxEy5qew3ju+qms6TmsSuANFUGlry0R1cZO8Gbvdm8yLaVVExoV9aNQn5vq7WoAogqZrSCEELVLRr6FEKKRMi0RBb6R/z1neGfmrsuwqqRdF0GdvWm6tqgAW5nfAzqEs2paf4+2y1dILnDDIXn6QghRu2TkWwghGgBb+dKu8KUlohLioxh7TZQ5IFArCmOviarVoG7osm0uB96hWg3LEuM4tmRElf8aauBtIrnAvik2NpavvvrK6raWIU3sPn5i3+ga73Pw4MG88cYbNd6OI8HBwRw5csSr+6ium2++mXfffdfr+7H13tbUO++8w3XXXefRbTqTnJzMlClTanWfQvgSCb6FEKIBWDCqW7Wf6yv536lpOlJ+zDZPhTUYjazcmcXQZduqPG7Akq20T9ro0anzqWk6Dp4qcvq4sEANyxPjSF8wTIJO4TMmr/iB4+dKmPzGLmKTNjJ5xQ8A7Jo31GYA7qzauS8pLCzkiiuuAGDq1KnMnz+/jlt02aZNm7jrrruAuglmhRD1i0w7F0IIJ1LTdD4/xTYhPordmbl2l8VypC5yqm1J/mwfehtrCh88VcTkFT+walp/UtN0VlPTPTV13rRdR6JCtexIGlLtfQjhLZNX/MCOw7lWt+04nGv+3uyaN7SOWtZwGY1GjEYjKpWMYwkhXCdnDCGEcMAUlOnySjBSEezNTEkn/qkvfKpYGcCihO4sT4yrMgVddSmtMyxQg0ZlnePpS4WyLIvGVWYKLJZuOWCVEw6emTpva7uV+cpxEqKyyoE3gLFMz/rXltCmTRvatGnDzJkzuXjxIgDXX389H3/8ccVzd+xAURQ2btwIwNdff01cXJzdfX355Zd06dKFZs2aMX36dIyVira99dZbdO3albCwMIYPH05mZqb5PkVRePXVV+nUqROhoaE8+OCD5ucfOnSI66+/nmbNmtG8eXMSExOtnnfo0CFef/11Vq1axXPPPUdwcDCjRo1i6dKljB071qoNM2bM4OGHH7bZ/tjYWBYvXsxVV11FWFgYd999NxcuXADg3LlzjBw5ksjISMLCwhg5ciTHjx83P3fw4MHMmzePAQMGEBgYyJEjR8zT7n/77Tfuv/9+fvjhB4KDgwkNDeWnn36iZcuWGAyXzy3r1q2jZ8+edo/vihUr6Nq1KyEhIVx11VX88ssv5vvS09Pp0aMHzZo1IzEx0dxugA0bNhAXF0doaCjXXnste/fuNd+XnZ3NmDFjiIyMJCIigunTp9vc95w5c7juuuvIz8+vcp/BYODZZ5+lQ4cOhISEcM0115CdnQ3A//73P3r37k2zZs3o3bs3//vf/8zPO3r0KNdffz0hISEMHTqUM2fOWG13586dXHvttYSGhtKzZ0+2bdtm99gI0RBI8C2EEA7YC8rOFeuZmZJOp8c31loQPj81gw5zPyc2aSMd5n5uc43ehPgo0p4cZpV/fGRxxf/TnhzG0vE9iQrVolAxklvfqnHbmyJf06nzzp7fMqRJvTpOQuT/kMLFnAOkp6fT6f7/8uraLbS84S5ikzayt6wNb63dAMC3337LFVdcwXfffWf++/rrr7e5zTNnzjBmzBgWLVrEmTNn6NChAzt27DDf/+mnn/Lss8+ybt06Tp8+zcCBA5k4caLVNjZs2MBPP/3E3r17WbNmDVu2bAHgiSeeYNiwYZw7d47jx4/z0EMPVdn/3//+dyZPnsyjjz5KYWEh69evZ8qUKWzevJm8vDwAysrKWL16NXfeeafdY7Nq1Sq2bNnC4cOH+eOPP1i0aBEA5eXl3H333WRmZpKVlYVWq60SqL7//vu8/vrrFBQUEBMTY769a9euvPrqq/Tv35/CwkLy8vLo3bs3ERERfPHFF1bPt9e2tWvXkpyczHvvvcf58+f57LPPiIiIMN+/Zs0aNm/ezNGjR9m7dy/vvPMOAGlpadxzzz289tprnD17lvvuu4/Ro0dz8eJFDAYDI0eOJCYmhmPHjqHT6bj99tut9lteXs60adPYu3cvX3zxBc2aNavStmXLlvHhhx/y+eefc/78ed566y0CAwPJzc1lxIgRzJgxg7NnzzJr1ixGjBjB2bNnAZg0aRLXXHMNZ86c4YknnrDKj9fpdIwYMYL58+eTm5vLv//9b8aOHcvp06ftvndC1HcSfAshhAPOgjJ9OcxMSfdqAJ6apuOqJzaxcmdWlXxoWwG4I75aKMuV45eapvPacmSOnt+pRZBM2xX1TtH+bYQOuJ3JK/eTWayh2YCJFO77BoAm0Vfz5dZtpKbp+O6775g7dy7ffvst4Dj4/vzzz+nWrRvjxo1Do9Ewc+ZMWrVqZb7/1VdfZe7cuXTt2hU/Pz8ef/xx0tPTrUa/k5KSCA0NpV27dtxwww2kp6cDoNFoyMzMJCcnh4CAAJdzp1u3bs2gQYNYu3YtAJs3b6Z58+Zcc801dp8zffp0oqOjCQ8PZ968eXz44YcAREREMHbsWAIDAwkJCWHevHnm42IydepUunXrhp+fHxqN80KXd911FytXrgQgNzeXLVu2MGnSJJuPfeONN3j00Ufp3bs3iqLQsWNHqwB/xowZtGnThvDwcEaNGmU+dq+//jr33Xcfffv2Ra1Wc9ddd+Hv78/OnTv58ccfycnJYenSpQQFBVU5tnq9nokTJ5Kbm8v69esJDAy027ZFixbRuXNnFEWhZ8+eREREsHHjRjp16sQdd9yBn58fEydOpEuXLqxfv56srCx++uknnn76afz9/Rk0aBCjRo0yb3PlypXccsst3HLLLahUKoYOHUqvXr34/PPPnR5XIeorCb6FEMIBV4O6OWvTPb7v1DQdsUkbmZmSTrHe1oJWsGqX+zneNeWNgmeuTBufuy6DG7pEemWNaXtrVy9PjOPLWYNrtG0hPKnyDJinPtxJ4p4tPLbtbYJKSwjQV0xFNhTmom7awlxE0K9ZCwyFFdPT/aO6oM/V8cxHP5Cens6dd95JdnY2Z86c4ccff2TQoEGkpukIbBmLqokWVRMtbab8i4ff2sqveX7mTj9FUYiOvlwxPTMzk4cffpjQ0FBCQ0MJDw/HaDSi010+R1gG64GBgRQWFgLw3HPPYTQa6dOnD926deOtt95y+ZhYBrgrV67kjjvucPh4yzbHxMSQk5MDQHFxMffddx8xMTE0bdqUQYMGkZeXZzVt3PK5rpgyZQrr16+nqKiINWvWMHDgQFq3bs33339PcHAwwcHBdOtWUTAzOzubDh062N2WvWOXmZnJ888/bz7uoaGhZGdnk5OTQ3Z2NjExMfj52S7zdOjQIT799FMWLFhAkyb2K+Pba1tOTo5VBwFUHFOdTkdOTg5hYWEEBQVZ3WeSmZnJ2rVrrdq9fft2/vzzT7vtEKK+k4JrQgjhwJzhnZnz0R70hqqFwCzpyyuCUk+NJKem6ZiZku70cUbHzfI4VwqeVadAnSvTxkv0Br75/TSLx3T3eAE8Wbta1AfzUzOsiirGZ//KrGXJKMZygvQXWQK8/NlzvJv4NLrgcAa1gZ2XSimUnT+NOjgcAJUmAP9WHTm4dQ29rr6aJk2acO2117Js2TI6dOjA9uyLzF2XQYu7X7Haf+m5kxSfP8PKnVms3JlFswA/dEeOme+Pjo5m3rx5TJ482e3X1qpVK1asWAHA9u3bufHGGxk0aBAdO3a0epxiY23yhIQEHnjgAX799Vc2bNjAc88953BfplxlgKysLNq0aQPA888/z4EDB9i1axetWrUiPT2d+Ph4q7x2W/t3dF9UVBT9+/dn3bp1vP/++zzwwAMADBw40Bw8m0RHR3P48GGHbbfFdNznzZtX5b4ffviBrKwsysrKbAbgXbt25cEHH+Tmm29m69atdO5suyPT1Larr77a6vY2bdpYzWyAimN600030bp1a86dO0dRUZE5AM/KyjIfp+joaO644w7z+y5EYyAj30II4UBCfBRBTVzrp/TketkL1+/z2LY8yV7Bs9lr9pCaprNZoG7uugyno+OuzjDIySvx2tR5X52SL4TJh7suB41BF4t5Z20ywaUlBOkrCqkpgLaslHfWJhPZ9TrSP3sLQ3E+huJ88nesJqjbDebn+0dfTWHaRvMU88GDB/Pyyy9z/fXX2611oe3QC/3ZLIoP/A9juYHs7R9z9vQpFn62j9Q0Hffffz+LFy9m376K81d+fr55Orgza9euNRc3CwsLQ1EUm5XEW7ZsWWXN74CAAMaNG8ekSZPo06cP7dq1c7ivV155hePHj5Obm8szzzxjLu5WUFCAVqslNDSU3NxcFi5c6FLbLdt2/PhxSktLrW6/8847ee6558jIyGDMmDF2n/+3v/2Nf//73/z8888YjUYOHTpUJbC1Zdq0abz66qvs2rULo9FIUVERGzdupKCggD59+tC6dWuSkpIoKiriwoULVnn6ABMnTuTZZ5/lxhtvtBv8/+1vf+OJJ57g4MGDGI1G9u7dy9mzZ7nlllv4448/+OCDDygrKyMlJYX9+/eb88x79erFggULKC0tZfv27axfv968TdOsgC1btmAwGLhw4QLbtm2zKnInREMjwbcQQjiR76AKtyXT6K29adnuTNc+V+zaPgM1tXsa19kZoTYYjcxdl0HyZ/uqVY3c1rRvW3xlWTQh6oLBYgR25O/foxhtp6MoxnJuD27BKf8oTr79EH++NZ0mrToQeu3lCuIB0VdjuFjMoEGDgIoK6AUFBQwaNMjuTBR1YDMib03i3LfvkP2fiZSdy8G/7VUU6w3MXZeBEtuHxx57jNtvv52mTZty9dVXs2nTJpde208//UTfvn0JDg5m9OjR/Oc//zGv7W3p3nvvZf/+/YSGhpKQkGC+/a677iIjI8PplHOoKAI2bNgwrrjiCjp06GBeN3zmzJmUlJTQvHlz+vXrx0033eRS202GDBlCt27daNWqFc2bNzffftttt5GZmcltt91mN6caYPz48cybN49JkyYREhJCQkICublVK9lX1qtXL1asWMH06dMJCwujY8eO5mJsarWa9evXc+jQIdq1a0fbtm1JSUmpso277rqLJ598kiFDhnDs2LEq98+aNYsJEyYwbNgwmjZtyr333ktJSQkRERFs2LCB559/noiICJ577jk2bNhgfv0ffPABu3btIjw8nIULF1oVm4uOjjYX6YuMjCQ6OpqlS5dSXm77cy1EQ6BUXiLCF/Xq1cu4e/fuum6GEKKRGrBkq92g01LUpanKltOyoWI0ytaZVqtR2602Hpu00en+VAosmxBXayO0rk6Ft0UBji4Z4XT7pmnfzbQaikrLrKb7OzpeQjQGHeZ+bg7AH9v2Ng/s+tjuY//bbxzPXT+VqFAtgU1U5txvqBh5WZZo/9zh6jmvsqhQLTuShrj9PE/IysqiS5cunDhxgqZNm9p9XGxsLG+88QY33nhjLbYOOnTowGuvvVbr+22MFEX52Wg09qrrdghhi+R8CyGEE7YC6spUSsXjbE3XtNfFaRoRtnUBHKrVOFz3WqF2A2+Ax9ftdf4gO1wZsU6Ij7J6PdXJHReioUpN09HET6FEX3FGORbWhiKNv3nKuaUijT/HQivymHPySpx2fFXmyjnPlpou+Vdd5eXlLFu2zDzi7ms+/vhjFEVhyJC66ZgQQvgOCb6FEMKJysW4AjQqLujLzUF1oEbFs2N6kBAfxSNujgzbu1hNHt3N6ShzbQei9iquO1PdauSVg3EhGovKHU83dInk4591lFh8Bzd0GcgTW9+w+XyjomJD14FA9VI1TN87d2e61EVaSFFRES1btiQmJobNmzfX+v6dGTx4MPv37+f999+3mcMuhGhcJPgWQggXuBoItgnVujVds5nW9jqxCfFR7M7MtapsXHk/vk4BGbEWwk2VK5rr8kpsngeK/AOZOj6Zd9ZernZepPHHqKiYOj6Z4iZa8/NNaSxRbnwf3Q3AFajxkn/VERQUVKVquCO28pm9adu2bbW6PyGEb5PgWzQ4qWk6Fq7fZy5YFarVkDy6m1z8i1rh7nRNB6vWsCihOwCrdmZZTV33xLrW7jCNwrmjLnM/haivUtN0djvcbNndtht9HnyPkb99T2xeDsdC27Ch60Bz4F2ZraUBHUmIj3Ip+FaAyf3aye+sEEI4IcG3aFAqjxgA5JXomZmSztrdWaya1r+OWiYaC8sp6q6MgOc5qWq+KKE7vWLC6yz3ufK63q6ojc4ByQcXDVF1lissbqJlTc9hLj/eUa2J6nBnNF0IIRo7Cb5Fg+FsxGDH4VxikzbKhYLwOssp6s6qllenEFltsdWZ5YwCXq9IXrlDwN3RPCF8VW0VLHNnP1F2UmlkdosQQrhPKj+IBiP5s30uPc50oe5ojWUhPGVAh3CH99/QJbKWWuKe6gTeJt4OgG1VlHdlLXEhfJ2zzji1oqAAYYEaNCoHOSs13I+lOcM7o9WorW6r7dQXIYRoKCT4Fg2Go2WZKpMLdVFbnKU6fPyzzic7gj7Y5TjwVttJVq+NQnD2Ru1MhaWGLtvm9TYI4Q3OAtrnJ/Tk6JIRpD05jKXjexIVqkWhYhR6eWKcS/twtzBaQnwUi8d0t9qXt2e3CCFEQyXTzkWjVVfrkYrGx960TfB8/qWnlNtbnJyKUa+x10RdWvrIYHV7bYyGOasof/BUEX2f+ZJd84Z6vS1CeJK9CuMK8EJinNV5wlY6iivF0apTGE2W/RNCCM+Q4Fs0WvVhqSbRMDirgF7fOoJMo151VQjOlYryJwtKSU3TScAgfFZqmo5ZKemUW9zWqUUQX84a7LXPbahWY15FQQghRO2T4Fs0GGGBGvPyYs5IvpqoTaYL6dlr9mAwVh1S9sWOIK1GRYm+3ObtptdTV6Nhrq4/7IszCkAqtYuKz4Ctz+/BU0UMXbaNL2cNrtZ2Q7UauylYGpVC8uhu1dquEEIIz5Ccb9FgLBjl2kWF5Ks1LKlpOgYs2Ur7pI0MWLLVnD9t7/a6khAfxfMTetabwkWLx/So8gOhunS7L0iIjyLKSaeFL84oMFVq1+WVYEQKQDZWC9fbLxB68FRRtbebPLqbzUJsWo2KpeN7yu+eEELUMRn5Fg1GQnyU05Gw5ZVy5kT9Zm/Jqd2ZuVb5yL6yFJXlGuC+POppGpktp6KwmsFo9Mkl+uYM7+zwO+8rMwosR7ptpdL7at6/8I7UNJ3Ls7TcVV/OMUII0VhJ8C0aFEeFrSTwbnjsLTn14a7sKtO7fSXA8fXCRZU7NAxGo3l03tfabWrPIynpVYJaX5lRUPl42uOogJxoWLy90oavn2OEEKIxk2nnokGxtx6pBN4Nk71pxbbyqh09XlxW39bQToiP4uiSESxPjPPJpZBsHU/RuDk7D3VqEVRLLRFCCFHbZORbNCgy5a5xcbbkVGXNtBovtqZhsHc8fb3jwldH+9w5bg25OrsUmbvM0XnLVO1cCCFEwyTBt2hwfPUiXLjO1Qt1V5acslRaJiOQjkxe8YPd+3wlf7q+caeDKPmzfQ3y3GWvNgPUbQ2GumLrvKXVqH1mtoYQQgjvkWnnQgif4k416IT4KBaP6e606rVJsY2ls8RlOw7n2r2vtvOnY2Nj+eqrr2zed+zYMRRFoaysrFbbVB22UmHsySvRN7iq5zfffDNznn2xXqUyeJvlecvX0iSEEEJ4lwTfQgif4m7OcUJ8FDuShtRG0xo1y8Bg8ODBvPHGG3XYmvrDFGiFupjyMDMlnbiFXzSYIHzTpk2UdRhk8z5fT2XwJtN56+iSEexIGiKBtxBCNBISfAshfIq9C/LGfKHe0NSHEWtPSoiPIsjf9SyvvBJ9jdb+9rXjay9lQVIZhBBCNDYSfAshfEZqmg6Voti8z9mFeligFFNzR2xsLP/+97/p0aMHzZo1IzExEXV5KQCGC4Wc+mgh2S9OInt5Iqc/Wsjx48cBmDdvHt9//z3Tp08nODiY6dOn25wGbjk6/s477zBgwAAeeeQRIiIiSE5O5vDhwwwZMoSIiAiaN2/O5MmTycvLq9Zrefvtt+natSshISFcccUVvPbaa+b7tm3bRtu2bXn++edp0aIFrVu35u233zbff/bsWUaNGkXTpk3p3bs38+fP57rrrgNsT2+3fF3OXsMvv/xCfHw8ISEhpL/zJKc//RfnvnvffH/xoR/JefshspYncuL9f1J66qj5vsqzPRRF4cUXX+SKK66gefPmzJkzh/LycrvHNz8/nzvvvJPIyEhiYmJYtGiR+fEAK1asMB+zq666il9++QWAnJwcxo4dS2RkJO3bt+fFF180P+fHH3+kV69eNG3alJYtWzJr1iwALly4wJQpU4iIiCA0NJTevXtz8uRJ8/EKzf4OgMKMrzix8lHObX2T7OWJ7HvhDjZt2mTe/tGjRxk0aBAhISHceOONPPjgg0yZMsW1D4EQQghRD0jwLYSoc6lpOuKf+oKZKek2lwlzZc3mBaO6eat5DdaaNWvYvHkzR48eZe/evQzVXAr2jOUEdb+RqAfeIuqBt+nZvgXTp08H4JlnnmHgwIG8/PLLFBYW8vLLL7u0r127dnHFFVdw8uRJ5s2bh9FoZO7cueTk5PDbb7+RnZ1NcnJytV5HixYt2LBhA+fPn+ftt9/mkUceMQeTACdOnCA/Px+dTsebb77Jgw8+yLlz5wB48MEHCQoK4sSJE7z77ru8++67Lu/X0WsoLS3ltttuY+rUqeTm5hLdayjFf1wuaFd68jBnN/2HiOHTiZ7xAcFxN3Pq46cxlunNj6k82+OTTz5h9+7d/PLLL3z66ae89dZb5vsqH9+HHnqI/Px8jhw5wrfffst7771n7nRYu3YtycnJvPfee5w/f56HFr/OtJQDxD62nit7D6ZJi/bodDq+/vprli9fzpYtWwB4+OGHefjhhzl//jyHDx9mwoQJALz77rvk5+eTnZ3N2bNnefXVV9FqL3eWHThRYP73xT8P4BceRdsZHxDSewy3Jt5B7GMbGLBkKzfdOo4+ffpw9uxZkpOTef/9yx0VQgghREMg1c6FEHWqciVkWxwVI6p4/l5KXCim1kStmJ9jqqYeGqjBaIT8En2jWwJpxowZtGnTBoBRo0Zx/uwxlt93R8Wx0TY1H49YpRM33HBDjfbVpk0bHnroIQD8/Pzo2LEjHTt2BCAyMpJZs2axcOHCam17xIgR5n9ff/31DBs2jO+//56//OUvAGg0Gp588kn8/Py45ZZbCA4O5sCBA/Tu3ZuPP/6YX3/9lcDAQK666iruuusutm3b5tJ+Hb2GnTt3UlZWxowZM1AUhSWz/8akb9eYn1uQvpmQnjfh36aiUym4+1/J37mGizm/E9Cue8UxqzTb47HHHiM8PJzw8HBmzpzJhx9+yN/+9reKx1ocX0VRWL16Nenp6YSEhBASEsLs2bN5//33uffee3njjTd49NFH6d27N6lpOl7cXUiJ0pSLOQe4UJBHevMb+XzfaRLir2DatGmsXr2akhZXs/9EEQ+9uomX/gjm8TF9SOjXz3x8z549y6FDh+jRowfXXHONVbvzivUEX/q3X9MWhMTdVNHOzoPRb3wZQ1EemQWn0f2aTu9XU2jSpAnXXXcdo0ePdul9qAlZAk0IIURtkuBbiHqiIV4kpqbpeCQlnapj3dYeSUln6ZYDVV5zapqOWSnpuFrDvNRgJDZpo9Vt54ovjzQ2+CWQCgogJQUOHoTCQo6d0TNgyVZy8koo++UkVzQp4NX4KIZ1DuORRx5h84ebufPZc5eeWoDBYECtdq1yd2XR0dFWf588eZKHH36Y77//noKCAsrLywkLC7P53ODgYPO/9+/fX+X+TZs2sXDhQv744w/Ky8spLi6me/fu5vsjIiLw87v8cxcYGEhhYSGnT5+mrKzMqm2V2+mIo9eQk5NDVFQUyqU0ioT4KK7p1on9hRXPLTt/iqJft3L+lw2XN2gow1BYUXHe1mwPy7bFxMSQk5Nj874zZ86g1+uJiYmxerxOV5FDnp2dTYcOHQDrAodl+acwFJ7lwNJxjPs3BPv7YTAYuLJnb3auyyB46HTytq/i5+enMvHNlsx6bB7PPHwXd9xxB9nZ2dx+++3k5eUxZcoUnnnmGTSailSQ0EANpon76qDL77FKEwBAub6E8uLzqLQhvPhdFonXdjS/puzsbFffDrfJEmhCCCFqmwTfQvgwU8BdeZ1gXV4JM1PSgfp7kZiapmPO2j1OA2/AaskxuPyal2454HLg7SpTrm19Pa52bd+OfvhN6MsMBJZewAj0nHM/6YlPo2vbjYILen7+8xzzUzPwz0jlwIED7Nq1i1atWpGenk58fDzGSykBSqW8/KCgIACKi4tp2rQpUDHV21Ll5zz++OMoikJGRgbh4eGkpqaap7ZXVlhYaPX3sWPHzP++ePEiY8eO5b333uPWW29Fo9GQkJBgbqsjkZGR+Pn5cfz4ca688koAq2DP2ety9Bpat26NTqfDaDTyaXoOS7cc4OdfDxJ5ZTydWgRxNiSSgP4TaHZtYpV2hWo1JI/uVuUzmJ2dTbduFekVWVlZ5lkLYH18mzdvjkajITMzk6uuusr8+Kioiu35N2vBQ69tYvp26/fEr2lz/EJbEvX3FSjA0SUVMwoGLNnK2bwSNOFRRI5+FKOxnOID/2PxP6fx+N/GERQUxIIFC1iwYAGvb9zJjKmJvJlxkZCewzhx5CxBWj0hTt4LdXA45SUFHD99zur1epO9lRUWrm+Y660LIYSoe5LzLYSPslzv2p45a9Nrr0EetnTLAfTlroTel1UuQuWsAvqxJSMc3m9PbVdWT03TMWDJVtonbWTAkq2eX2aqoAD98JvQFBcRWHoBAAXQlpXyztpkAksvv95VO7P45VAOWq2W0NBQcnNzq0wHb9myJUeOHDH/HRkZSVRUFCtXrsRgMPDWW29x+PBhJ00qIDg4mGbNmqHT6Vi6dGm1XlppaSkXL140B9KbNm3iiy++cPq8HYfOMGjptzTp2J8BEx4g5X+H+P3333nvvfdcfl2OXkP//v1Rq9X8PWkRSR+lc/Cnb7j45x+cv1DG8XMXWDDnIYKPfsM/riqnTbMAjKUX0J7Yw+KRHUlfMMxm8Ld06VLOnTtHdnY2//nPf0hMrBq4A6jVaiZMmMC8efMoKCggMzOTZcuWMWXKFFLTdOS07E/2t2u4eOIQRqMR/bkcyvJP0aT1laiaBJK/8yNaBqkwGAz8+uuvHP1tDwCF+77BUJyPoqhQBQRjNIJKpeKbb74hIyODj3dnseSrTMoVVZXOFmf8mrWgSatOlO1eQ2lpKT/88APr1693axvusvc9P1fc8NZbF0II4Rsk+BbCR9kalanMhTRnn1XdANfyeY4qoKsVpdoX0KbtWgbF8U99QdzCLzweIJtmAOjySswj/B5f6zklBX2Z7c+SYixn5G/fm/82AsejbqCkpITmzZvTr18/brrpJqvnPPzww3z00UeEhYUxY8YMoKJ69tKlS4mIiGDfvn1ce+21Dpu0YMECfvnlF5o1a8aIESMYM2ZMtV5aSEgIL774IhMmTCAsLIwPPvjAaa5wcamBN78/ii6vhPCh91NUcJ5JN/Rg1NjbmThxIv7+/ubHOnpdjl5DkyZNWLduHR+8/y5/LB1H0b5v0HbsjaL2o0Rv4JPsAFasWMHal55i/7/GUvrhdK4uSmNkzzbYc+utt3LNNdcQFxfHiBEjuPfee+0+9qWXXiIoKIgrrriC6667jkmTJnHPPfcwd91etF2uo1n/CZxZv5TsF8Zzet0iyi8UoKjURI59EsPpoxz4z100C4ug/y0TMFwsBuDCkZ/JefMfZC0bx7mvXid2/ONotVpOnDjBuHHjmHBtZzJfv5+Adt0JunqI0/eusra3PUqz88eIiIhg/vz5JCYmWr0X1WWvcyvUwQoJlp187pqfmkGHuZ8Tm7SRDnM/Z35qRrW3JYQQomFRXJmaV9d69epl3L17d103Q4ha1T5po0tTsqs7ulvXBizZ6nBU356oUC07kiou7B3lfE/p145vfj9drX0sT4wDcFgITqtROywE5wpnOe+e2AcAjz0Gzz1n9+7/9hvHc9dPNf9tOeW4IbL32VMrCj3/3ECIscitqueOWH6P/3xvFiFxNxPcY6jbx1hRFA4ePGgu8FZdlWse2GL6/Durp6BRKSwd39P8+XT1nGWLosALE+KsPuuJiYl06dKl2oX4wHZBR9P3KvmzfeSV6O0+tzrn1vmpGazcmVXl9in92rEoobuNZwghPE1RlJ+NRmOvum6HELbIyLcQPsrZutb13ZzhndGoqk5N1agVlifGsTwxDq3GurhX5SJUCfFRLEuMQ6u5fCpTKZcvdKszuj6gQzgJ8VFOZx5UngLvLlNQ4ChYqek+zDp1orhJgM27ijT+HAu1Hm1t6J89y8+F/mw2paeOYjQaKdb9zqdrVrGpMJpYD8xw+Pbbb2muLsFYbqAw42v0p48RcEVFJXBvHGNPpC9EhWpJiI9i7rq9Tusp6MuNVp/PmrymFybEEVWWw+HDhykvL2fz5s18+umnJCQkVHubYD+ve+mWA+Q7CLwBJq/4we3j+eEu23nq9m4XQgjRuEjBNSF81Jzhnc1F1ewxLZ1VH5lGuCxHn8ICNSwYZV1oylmF94T4KLsjw21CtW6NfFuOTrkSuNckN9yVtAKgWiP3VSQmonl4JpRWvcuoqNjQdaD5b1fWVK/vLD8X5aUlnPlsKYbCXFRBoTTtnYC2Y8USWjWtfn3gwAEOvjqP8wWF+IW2onnCXPyCw71yjF2t3K1SwFGpheLSMlLTdC4t3QfW34E5wzszZ+0eu7UcmvqrOX/R+jOvVuD5SyPe69f/wpgxYzh79ixt27bl//7v/4iPj3epHa60r/Ltzs4POw7nmv/t6mfBYGc2ob3bhRBCNC4y7VwIH5WapnMafC9PjJOqvA7YmnKqgM3RZsvp7ODatHi1olBuNFZr6Td3puh6ZMrq9u1cGHYThrIygvQXKdL4Y1RUTB2fzO62FRW0oxrIEnbOuLK2vKXKn43q7M/bywTa+7xWbru9adGWtBq1y8dGo4KDz16enp2aprM5nXtAh3BWTevv0jY9ydFxcaWDs7KwQA1pTw4DrFejUCuKwwBbrSgcXnyLW/sSQlSPTDsXvkyCbyF8lLPgT3IIXVM58LF3TCvn4Lq6BrmJu/nZ7uS8e+zCvbCQtKWv8svXuzkQ0pINXQfiH9q0ymyDxiA1TcesNekOR4FNfDUHfn5qBqt2Zjn9jFbOXXYlAHeHRgVLx/tmR6CjnO+E+CiXcuArCwvUcK7Y8ZT1yuR8LUTtkeBb+DIJvoXwUc5GRutrobW65uoIIbgfpLgzQupucC/vt+fFLfzCYcEtk8pF/rw9iu0Kdz6bjgK/mhRJq8ze+uSeNnnFD1ZTwp2Nqjt6zzzdEVGZWlGY2DdaAm8hapEE38KXSc63ED7K3Xxl4Zo5wzvbHAmzlYO7KKE7vWLCXQ6S3ckBT4iPYndmrksjl2o310wWrnFWcAsqRr1Nnw1nedW1GZi7U8Br1a4svvn9tLldN3SJNP+tcjJd2h15Jfoa5ci7onLgDRW52ZNX/GA3AHdUF8IUFHs6APfV2RJCCCHqlgTfQvioG7pE2r0gnNKvXS23puEwXYS7GiTZunC3N3ruarVnyyCtmVaDouBwGuvEvtEubVe4x5UOrsn92ll9ZuxVzgZcKnjmKe4EzEbj5cJ9urwSq/OKre1oNWrKDAZcrLlmxXQ8vBV8Vw68nd3uikUJ3c1BuCu1NlzR0FcMEEIIUT0SfAvho775/bTN27UalUxhrCFHI2GucGf0vLLKebp5JXq0GrW5eN781Aw+3JWNwWiUKas2eHJ02db7aGIrj9nezAZdXonNgM2bgaizAl/VZSpENmtNerW3UZNVAOqaJ5b2awwrBgghhKgeCb5FveYr+ZfeYO8C9kJ1hqOER7k7em6SmqazOZuhRG9gZko6uzNzrUbhhLXUNB1zPtqD3lARdOrySpjz0R6geqPL7r6P1UkF0eWV0D5po8fPTxP7Rnt8qrRlbntNRn+baTUealHt80SqjzuFF4UQQjQuEnyLeqvyCKK3p3nWNnsX+jKd0Tc4Gj3vOHcjZZUGJZcnxjHvkwyH2zQFUxJ827Zw/T5z4G2iNxhZuH5ftb/z7syCcDRS7ogRz5+fXM1VDtSoKK7Gmt01GVkvLXP9+FjO9DBxtOTdgA7hNqeYD+gQXq22WkpN09V4G1Gh2gbx+yOEEMI7VHXdACGqwzSCWPnS0DL/sr6bM7wzWo3a6jaZzujbUtN0xCZVDbyhYiSxqNR5ULJql/cqL9d39vLizxXrPRI4OZMQH8XiMd2JCtWiUBFoucPT56dFCd1t1n8Y0CGcY0tGcGzJCJ4d06PKecQey469mtQZcDXYN1UarxzkmzoqbL2nq6b1rxJoe2oNcU+8N3J+FkII4YiMfAufVrkwVWmZwemFXX3NN7Q1hX7xmO4Ndlp9Q2OqhF1T9WD1xzrhLLiurVkvlUfK3V0n2lPnp9Q0HfM+yXDaoWNq68L1+5yuTW0ZOJpG1iuPSnuKvRQME0f58p4ItG2p6XujUTWMWVdCCCG8R0a+hc8yBTO6vBKMVBSmcmVEpT5Oy678WnV5JcxZu4eF6/dJ4F1P2KqE7W2paToGLNlK+6SNDFiytVZGf+vK3HV7Hd5fX2a9eOL8ND81g0cczKTYcTjX6rOQEB9FYBP3+9oXJXTn8OJbOLZkBO4sdhcW6Djn29WOqtruSHXlvdFq1DanuKuoKNAnhBBCOCIj38JnVTeYqY/T/my9Vn250TxS1dDy2RsiVwKFoCZqpyOVgRrX+kSdrTnd0JS40PFW02DN2wUcPZE2Ypqq7UzlUWNXjo2j4nWuFpvTqBUWjOrmtG2unNs93ZFq6/01tcc0u8oRy1z0hlzsUwghhPdI8C18VnUvpOvjBZArr9VUEXvplgNyoeeDXAlOnrmtO7szc+1O5VUp8OyYHi7tb+66vVUC0hK9geTPql98zFe5OqJfk2Ctup0ZUS4GpY6KiLnTRlcrnFc+p7jy+XRUvG7O8M48kpJepc6GJVdfoyvnO0/Xt7D1/s5ZuwcUzEX88kr0qBQor/QiVcCyROtl52q6XKGo/6QDRghRHTLtXPis6lxId2oR5IWWeJ87r9WyGJFp2nFs0kbzfx3mfs781JrnHgv32CqQZ8m0jrflVN7liXFWxbuWTYhz6eJtfmqG3ZHgvBI9XZ/Y1KCmoLsynbymwZqt0VhXprI7e99NdiQNqfGF+cL1+1x+bOVziqvttJcXnhAf5TDwBrihSySz1+xxeh5y5Xzn6eW67M0uqlw9v9xYMW3e6nuZ6Nr3UjQetlLF7BUJFEIISzLyLXyWu8v6dGoRxJezBnu3UV4yZ3hnt9bVLdEbeCQlHT+1UuXi0WA0ypJVdaA6a39Xd/Tsw13ZDu8v0ZdXjOpR+zNBvDEa5Gyk1BOjyvb24Wzflu+7vZFlteJOxrR9zgqmmdjqiHClnSapaTqbx9LZKL/lqLyj85Czc/tyLwS77sykyivWk/bkMI/uXzQs9jrrZqakS0eNEMIhGfkWPstyWR9X1KfA27JQVtcnNjFrTbrb2zBClcDbkrMATXheQnwUO5KGcHTJCI+MdNrjSvVpfbmRmSnptVqILTVNx6yUdKvRoFkp6TXev6OR0in92nnkWNvbhyujtKb33R5vVAuvLFCjMo/U2hs1NrXT2TnV3mj/nOGd3Sq8BvCBjaXzKp/bTZ0TUaFarwTeAH5uXO3Ux6KdonY56sxxdwUEIUTjIiPfwqdUTOW6nMuqUmBS33Z88ovOpTWSK2/LF/OxKuceulJIqjpq44Jf1A21orj8/nq6EFtqmo7kz/aRV1IxChsWqGHBqG4kxEcxd91eKn+ay6nIT6/Jvh3lG3/z++lqb7fyPiqPxro7ld3eyLC764HbE6rVmI+7pUCNiv1P3+zyduYM78ycj/bY7byzF1iY3sNHP9pDqcVzB3QIZ8fhXJvPqZw/bbktb56PK/+WuMrTueaiYXJWQ8He7BEhhJDgW/gM06iZ5aVSubFiKqMrBaAdVQH2pUrQtbUklaemugrfM7FvtMuFt8DxmsnuSE3TMWftHvQWEdW5Yr155oa9QKemHUwJ8VF20zI8tRyV6dhYdiwEuFh53sQTAbwjyaO7VTn+GpXicpE+E9NrnbUm3WZwbDnya6sT849nbqnyHF8a7bP1W+IqT+eai4bJWaqYJ863QoiGSYJv4TOWbjlg92LJlWt3Z8GIZfGkuhwRr621ayf2ja6V/YjaZ8qhdScA98TnbumWA1aBn0m5sSJo9SYV2Dw/eHqKcMHFMvO/zxXrmZmSzu7MXJfqJ1Qn798dnty+6TmOOgvcqQCv1ahsdrJo3ezA8ARHvyXOSMAkXOGoQxBqf416IUT9IcG38Bk1+bFSwGklXrh88ViXayO7ul6uKzQqheAAP6tCTGpFYWLfaCm21sAtSuhufo9T03QsXL/PYUEuTwSpjr6jtqZDe8rQZdvsBlPujCrPT80wL/OmKKD1qwgY24RquaFLpN3OjJU7s+gVE+7SOcLb06k9uX1nwbyjCvCV27B4TI8qo82qS7fXtur+lngqPUA0Do6uO6RugBDCHgm+hc9wFpRqNWqb07XtjYjZolYUly8mvcXdKu4mQU3UFJUazPm+nqjwLBoGy4Cs8mgleG7qc006jmqSA3nwVJHd+9buznJ5eTbL4NpohOJLI7W6vBKnswhmr6mb6vHe5iiYd6cCvLuj8pYdIZ7uMKzO51SjVii6WEb7pI0+VSNE+K6jS0bYTLeQugFCCEcUYz0oytSrVy/j7t2767oZwstS03QOp3EtT4xj9po91S4kZi94h4oe7KNLRlRru9VhmUfpzqvRalQsHtNDLgqFQ94qNujoOxoWqMFotD8CrlYUyo1Gl9pTuf3OAilXKmR3mPt5jYsQmka6GkvH1xVJG212bKqAIzU4X9qrz2G5XOTkFT9YFXEb0CGcVdP6u7R9Z78loVoNI3u25pvfT5OTV0JooIbCC2VWKRVajVryv4VLfLW4a2OmKMrPRqOxV123QwhbJPhuIHzx5F+dkY1Oj2+0md+t1aj47embaZ+00a1g1dKUfu345vfTdqsRO1oqyJviFn7h1pRdBZjcr51MK/dBQ5dtsxqlrc9rz9tjK3DSqBWWjuvJ7sxcl/LQHQU2tkbunXHl++vpgmCNIThzdMyO1SD4dtQRMqVfO3YdOWtztoM7Abi9AH+KjXPngCVbbf4uhAVqZL1vIeohCb6FL5Np5/WUZbDdTKuhqLTMvGyMLq+ER9woEuQKWxcyagUm9m1nHj2wDPorP95gNLJyZxZf7jvBrnlD7e5n6fg4h3mD9kbBopzkbELFkkTerkZcHflu5soagVVu5KCK2tH3mS85WVBqddvBU0UMXbatQQXgixK60ysmvEpnH0DKj66tLe8o1aM6qwG4kuPrzvJsrqjtdJWGxNH7sGpXFvbutrecmSXL38ZQrQZFgbxivcNOaXszK84V672+ZJSpvbq8EhQF82sP1WpIHt1NPl9CCNHASPBdD1UeGbI1amrEvSJBjtgbQTAYrastWxYvW2UnCD5ZUMrkFT/YHb1IiI9id2ZulRFz02twFDwnxEexKKG73dHxnLwSr1cjro7q5CcakaVMfElqmq5K4G3iKF/ZW23x9ufbVp7wgCVbbVZCt0eXV2I1smoa1axOsSxXihu5uzybK6SicfU46ghx1j8Sm7TR7rR/e7+NYYEah98DR+1J/myf186zldtr2YS8Ej1z1jbMOgMNmS/OQhRC+JbaXwNE1Jg7I0OeWP7nw12ujWbB5dEgR9dPOw7nkpqms3lfapqOj3/WmS+ETCPm3Z7cbB6BWDymO1GhWhQqRrwrT/20dyFuuj0hPoodSUM4umQEO5KG1PkPY3VH3eXC33eYlrDzhPmpGcQmbbT6b/KKH1x6ruliXneploCpQ8ze982Tavp53HE4l8krfrD7/Q3Vamiirrp2vaszVxYldGdKv3aolYptKAoEalQol7ZddcvONfSKxp1aBLl1u6tqugyiLq+EmSnpxCZtNP82gP3fRtOScXELv7D5XXA0Eu/NKv7Ofsv15UaPnluEd9k6/85MSafHgs113TQhhA+Rke96yJ2LXE9cOLg7VdOV9tlb3svexUhRqcFcQMfZUju+OLXckYT4KB5ft9dcedlVDf3Cvz7xVEeIvVkmpsDUWb6rO0tDeUrFBefeatdisLTjcC7LE+Nsfn9NU3BrMrJkuTxbZfaOvUnlZYV8+ZziTOUUiZYhTWymA305a7BX6hgsSujusVkIRaUGZl8aIXY2gyivRG/ztyfKg8s/usOV84Z0stYf9q5fzl800PeZLx2m3AkhGg+vB9+KohwDCgADUGY0GnspihIOpACxwDFggtFoPOfttjQUnlwn2hXu5kq60j57AYGzC41ZKelOL7R9cWq5M2OuaevWxWh9vvBviBx95t0ZJXQ0y8SVfFd3lobyhNQ0XZUaDTXl7PvrrXW0v/n9tM3bTcUeG8p0Ulu1CU4WlNoNDrxVr8CTAa/BjRFiW789c4Z3dljF39Yxs1W4zV2u/FZKJ2v94eg8ay8tSQjR+NTWyPcNRqPxjMXfScDXRqNxiaIoSZf+fqyW2lLvubtOtGVepUZVUdTMnYtGd3IlTUGhK1WPbf1QObsYcfUi31sX6N6QmqYj5SfXp/YDDb7Kcn1j7zvZMqSJW8FLTQuC2fv+eOsCfumWAx4NvE3q4vtr78L5wqUZKfXpnOKIvSCgtoMDd3/HnHEnkK/8Xptqjdiq4m8wlHOyuGobV+7M4ujpQperr9viKOg3uaFLZLW3L2pXbQ+MCCHqp7rK+b4VePfSv98FEuqoHfWSKe+5OvTlMDMl3a0cUFOuZGVqpaL331b+da+YcKfbtRUQzBneuVq5l/XZwvX7zJXqXREVqrUbBKSm6RiwZCvtkzYyYMnWWsn1FZe/k5bfheWJcW5PMzTlI1fXnOGd0WrUVrd5c5ZEdUfU7b3KAR2cnzcqG7psm1V+/NBl26rVJme1IoRnufI7Zvp9Afufmeqw9Z4uSujO8sQ4q+/w0nE9OX/RfueAo/olrnClM8fejAzhe5ydZ69I2ii/yUKIWhn5NgJfKIpiBF4zGo2vAy2NRuOfl+4/AbSs/CRFUf4O/B2gXbuqgV9jlxAfxSMp6dXOs3Q3B9RRrqS97TtiLyCwNwLRkJ0rtp+X706eaeUpwKZiL55cck7Y54mRUUezTFyZvm5vyvbuzFxmrUnHVIxcq1GxeEyPGre3uiM9LyTG8ehHeyi16HRyZw1nk8r5yFD95d3qW62IhiAhPorkz/bZrE2i1aiszlupabpq1caoul3776mt77Czkema1lMY0CHcYUqJ5Hz7tsrpKAFqhQt2OtPLwap2jbNt1dfUFiGEY7URfF9nNBp1iqK0AL5UFOV3yzuNRqPxUmBOpdtfB14H6NWrl+cWZ63HJq/4waW8T1d4+wfd0fbtLRNj4sliPPXdC4lxLv8Yz1231+YUYE8tOSe8b1FCd9b9fNxmgFFc6lrQUTmAsFVIrERfziwHF4GWbJ13/P1U/GtsD+YM71ytnG9PTeG2t4zbwVNFbq/PXB9rRTQEyaO7MWftHqtl6jQqhcVjelg9zvSZmZ+awaqdWeZOyaAmaopKXZ+67umUner+lloGWv5+Ki6W2f4WycwL31X53GrqiGzqr3Y4Y8Kyw8bedZ3l0q1yDhKiYfF68G00GnWX/n9KUZRPgD7ASUVRWhuNxj8VRWkNnPJ2O+o7WyM8NeHtH3R7I2JRoVp2JA1x+nx7xXiiGuCFSKhWY3PkJ1SrcStIKXEwIuTNtWqFZ9l7H6t7kW+viFs5MHvNHh5JSa8SaJoCA3uj2hfLypm1Jp1lE+JYlhjH3HV7HX7+LNXWd7g6F64NJa/bkSn92tns3KzOlH9PcLfTw9YsrAFLtro0A8NRyo49LUOaOMyHr85vaeWgzV7gLTMvfFdqms7uIEGhg8AbLp/LnQ2oeHulCiFE3fBqzreiKEGKooSY/g0MA34FPgPuuvSwu4BPvdmO+i41TefRwBuqv7a0O9uvSe5pbeeu1qXk0d3QqKwzGjUqheTR3Ty2D2+uVSs8q5lW49btzjgq4mYwGs3r0c5Zu4f4p74gNmkjj6SkOw1myo2XR3B+e/pml4NqXV6JVY72/NQMd16Oy0wXrq6an5pBh7mfE5u0kQ5zP/dau+raooTuNgPtX7Ly6ywfNSE+ih1JQzi6ZAQ7koa4HWzY+r2oTKF6v3u75g2lZUgTm/dV5zfJUdBWsU1VlRoqwvc4Orc464Y0ddjUZAULIUT95e2R75bAJ0pFESE/4AOj0bhZUZSfgDWKotwLZAITvNyOes2dC0hXTOnXzus/6DWdwtmYpoB66rWqFCiXBI16z17NterWYnN1qUB9udFcf8DVj5HlhaGz6tVqBWylQq7cmcXKnVlO01EqcyVQdOXC1bROueXIvcFoZOXOLHYdOeu1pbZqU+Vc0qKLZVUeU59H2SzPobq8kiq1MhRgcg1+90yFEz2Rk+vs99z0OdTllbBw/T5Aph37Imfnlk4tguwOmrjTYSNpB0I0PF4Nvo1G4xGgp43bzwJ/9ea+GxJP9XwqVOQQ19YPeU2ncDaGKaAmnnitk/rank4q6pc8OwX47N3ujDtLBbrL8sLQ9Pl97OO9NqfROivo726Ooyudks4uXCsC7wy7U+YPnipifmpGvS5YmJqmY/baPRgu9cw5mtFQn0fZLM+h3ipc5YnztDvH+Fyxnpkp6cxKSWdZLf52C+ecFZs8crq4ym0qcOt9bKiz/YRo7OpqqTHhBmcXkJ1aBJmXKFIris2qyBqVUquBt6h9ixK6o7HzjQ6t5pRlUfs8veSVaalAlYfX8FMptkdw7OWvusKdqeLOghhXLlyXbjngdJ3pVbvqd4fWvE8yzIG3Mw1llG13Zi4n8i9gBE7kX2B3pmcKldaEaRnI6kxOMlXJlmWqfIezc0vl2UZT+rXjyJIRVtdgzuosSNqBEA2TBN/1wJzhnavkBJsM6BDOl7MGc3jxLRxbMoLDi2/hy1mDq65XOr6nnMQbgaXj47yePy68yxv1DhYldOfI4hEcW1Lx3/LEOKc5so74+6lYNqFqZ54nUmRcHRl0FCiGBWpcunB1ZV8uzNj3aa5WAq9uTrSvMRUzMwU/phSCySt+qLM2pabpmPPRnmoty2fpEQnAfUZCfBTLE+NcfrytwperpvW3W0+gNtIDhRB1ozaWGhM1ZDoBW66HGhaoYcGobiTER9mdYicn7sanMeXKW3J1mum2bduYMmUKx48fr4NWuqa67+GqVat49913+eKLL9zah7OAwJ1cbE9MW3Z19NVWjrkpt9fVaeLVXae8ITLim7nFlVf66NQiyGEe/gd2ZirsOJzr9vJznrJw/T70zvIuXGCkelX8hXckxEcxe80el2pq2HvMrnlDmZ+awYe7sjEYjagVhYl9o+t1qosQwjEJvusJe8H05ZzFigtQy7zJ3Zm5fLAry1yES6tRsXhMD/nRbuAaW8eLo+9AfT0Ozt7DY8eO0b59e/R6PX5+FafxyZMnM3nyZLf3YWsdcKiYVm5rdNuRmgaz7ozwe6KjyVmROIBAe7kcHuKt/GSTysXH7PHFZRxtLbF58FQRQ5dtsxuAO5phX1cF5c45qNdwbMmIipHxSmud21OfC+M1RK4E3s7YWj5PCNFwSfBdj6Wm6Wz2upboDTy+bi/FlYoIlejLmZWSDtTfoEQ0TJbrSivK5am+ljM87LGVtysXqK4zXfSt2pllDtKCmqh55jb38w1dCWYtTenXjm9+P13twNMTRR3B/gwAlQLPjulR7e07Y6vjaGZKOq98c9BjVdYn21nXu7LqTDm3tU5xE7XCc+M8k+Zkr1p0dZfe9NWCcrZmtzniq6+jMXJ1NQkhhDCRnO96ynTRZu+kXznwNinH80uXCVET81MzGDf4L+zf9C45bzxA1guJnNm4HGNZKWfOnGHy+NsICmlGeHg4AwcOpLy8nKVLlzJ27Fjg8oVo7levkfvVawAYSgrYs2oxfiER+GlD6HvDTVb7fP7552nRogWtW7fm7bffNt+en5/PnXfeSWRkJDExMSxatIjy8orv0uHDhxkyZAgRERE0b96cyZMnk5eXZ35udnY2Y8aMITIykoiICKZPnw5AeXk5ixYtIiYmhhYtWnDnnXeSn58PVEyDb9u2rVXbYmNj+eqrrwD48ccf6dWrF02bNqVly5bMmjULgEGDBgEQGhpKcHAwP/zwA++88w7XXXedeTv79u1j6NChhIeH07JlS5599lm721yU0J2jSy7nhO976qZqBU8J8VEsHtPd5VHUXjHhNVrf2RNMa0ybcuEta2W4O/LvLnsF3w6eKvJYjrKp4J7awVp11anFZyvwBig1GOs0N1nrYKZCXRWUs1fw0vL2hPgo0hcM49iSETaLployAgOWbJX8bzckJyczZcqUGm/n+++/p3Pnyx1VE/tGu/S8qFCtuehe+6SN8v4J0YhJ8F1PuVKl1x7pNRe+IjVNZx6VK9q/jRYTnqLNfW9Qdk5H3v9SOP/TJ6hCIoh84D2a3vs2eVeN5dP0HKZMmcLmzZvJy8ujTagWY7mBot++I+jqihUMz254HmPZRVrf+1+ipq/kRPQQ84XOiRMnyM/PR6fT8eabb/Lggw9y7tw5AB566CHy8/M5cuQI3377Le+99545ODcajcydO5ecnBx+++03srOzSU5OBsBgMDBy5EhiYmI4duwYOp2O22+/HYB33nmHd955h2+++YYjR45QWFhoDsydefjhh3n44Yc5f/48hw8fZsKECQB89913AOTl5VFYWEj//v2tnldQUMCNN97ITTfdRE5ODocOHeKvf/2rw216imUw64yvdQSa2l5bnQGOzsW2Aluo+M50nr+J2KSN5v+cBeqLErpzePEtLE+MQ6OuGmobgTlr97gVDNhrn2l7M1PS6yTAWGxnpoJGrdgc3U9N0xH/1BfmYxm38AuPtzl5dDe3CmGaiqaGBdpfpcKUXlNfAzhPBcO1beDAgRw4cPm85epqEmUGA3PXZaDLK8HI5VkusS4E4pU7VoUQ9ZsE3/VUTQLohrKcjKjnCgr4fdEyHtv2NkGlJUT0GIZf00jU2hCa9Z9A8W/foqj8MBSeQ59/CtR+FIR14pE1exjy33Q6x/Vh7dq1zBnemfKsNNTapvi36khZYS4lR34mfPiDqAOCUdR+KG26mQM9jUbDk08+iUaj4ZZbbiE4OJgDBw5gMBhYvXo1ixcvJiQkhNjYWGbPns37778PQMeOHRk6dCj+/v5ERkYya9Ysvv32W6BiNDknJ4elS5cSFBREQECA+WJp1apVzJo1iyuuuILg4GAWL17M6tWrKSsrc3qINBoNhw4d4syZMwQHB9OvXz+7j/0l8xx7j+fTPmkj10z7F9pmEcyePZuAgABCQkLo27cvqWk69p8o4qFXN9HniU/46mC+w23WlKPgARyvOd0YuHsunp+awcyU9CrLue04nOvSSHlCfBR+dqIEfbnR450hlgGG6b8rkja6PPJn7wLF0YWLqQq15ahyWKCGpTamwqem6Zi1Jt0qJzuvRO92R4QzCfFRLB3f060VSBLio0h7cph5NoYt7izNJ7zHtJqEo/PdyYJSuwMmtjpS5qdm0GHu58QmbeTRtXvIPFt13XAhRP0kwXc9VZMAuiEsJyPque3b0bdqzUPrX+GBXR8TeqGAl757j17H9wGgbtoCQ2EuTfuMwS+sNadSnkD36r3k71wLVNQvyInsw/JX3yQhPorYc78Q1O0GAAznT6PShqAOCLbapanDKiIiwlykDCAwMJDCwkLOnDmDXq8nJibGfF9MTAw6XcUF0cmTJ7n99tuJioqiadOmTJkyhTNnzgAVU85jYmKstmveb05OlW2WlZVx8uRJp4fpzTff5I8//qBLly707t2bDRs22HxcapqOtT8fp7SsHCNw+qSOk8ZmxCZtpOPcjebHzF2XQfDQ6ejP6fj5+alMHHED8/7zrtN2VNeCUd0cTml2NBW6MXDnXJyapmOVg9xtRyPRlkrspCRB7cyKKgfzyJ+zkdtldpZysne7ieUU7mNLRpD25DCbge68TzJsFmjzRkdEdWdVmJ5n75tS0/csLS2Nv/zlL4SEhJCYmMjtt9/O/PnzAdsjroqicOjQIQA2btxIfHw8TZs2JTo62jwTCCqKQiqKwrvvvku7du1o3rw5zzzzDACbN2/m2WefJSUlheDgYHr27AlYp9yA9ei4aXtvv/020dHRhIWF8eqrr/LTTz/Ro0cPQkNDXZ5RBPDZZ5/RrVs3QkNDGTx4ML/99pv5vl9++YX4+HhCQkIYP348iYmJ5mNSOVXIMt3o0LJEcr/8P5v7K9df5MzGZWQvT0S34n7yd33E8VfuMt9/4vvV3H5jb0JCQoiM7sDr763GYDSiP5PN6S2vcPzAHlRNtKgCgun6xCbW7jrCP//5T9q1a0fLli25//77KSlp3J2ZQtQXEnzXU7bWArbkZ+eXulOLIClCVYskx8uGggL0w29CU1xEkP4iUJFzeqaslHfWJhNYWoLh/GnUweGo/AMJH/I3ou5/k8ixT3D+p1RKjqUD4N+xHwf27+PXX38lbcfXBHUbDIC6aSTlJQWUXyi02q2zDqvmzZuj0WjIzMw035aVlUVUVMX35fHHH0dRFDIyMjh//jwrV67EeKnmQnR0NFlZWTZHs9u0aVNlm35+frRs2ZKgoCCKiy+PaBgMBk6fPm3+u1OnTnz44YecOnWKxx57jHHjxlFUVIRSKWhduuUAesPloMovJJKy/IrgvswIHeduNKeqaMKjiBz9KG0fWklwn7Es/uc0ioouF7Dy5Gc2IT6KFxwESo29UJE75+KlWw64VLW8Jtzp1B3QIbzG+3M2cmsaxbYcMV6eWPM8fNNn3NEa6L6WnmXvvalJR3xpaSkJCQnccccd5ObmMn78eD7++GOXnx8UFMR7771HXl4eGzdu5P/+7/9ITU21esz27ds5cOAAX3/9NU899RS//fYbN910E48//jiJiYkUFhayZ88el/e5a9cuDh48SEpKCjNnzuSZZ57hq6++Yt++faxZs8Y8G8mRP/74g4kTJ7J8+XJOnz7NLbfcwqhRoygtLaW0tJTbbruNqVOnkpuby8SJE/nkk09sbqdyutHpE38S1HWQzcfm7/iQsvxTtLn/TVomLqJo3zar+/1CWxN5+xLy8/NRXTOeMxuep6wwF03zaCKGP4h/my60m/UR7WamUKIv52/TZ/HdT3tJT0/n0KFD6HQ6nnrqKZePoxCi7kjwXU85K2zUspm2StGWAR3CPVZBt7GpTkBiGmm0zPGqzzl6HpOSgr6s6kXvK0BOuYG/7vmS/B/WENhlIMWHfkR/Lgej0YjKPwhFUaEoFactxa8J2iuvZdKkSfTp0we/pi0A8AsOR3vFNZz94v8wXCjEaCjjQvavTkcZ1Wo1EyZMYN68eRQUFJCZmcmyZcvMIy8FBQUEBwfTrFkzdDodS5cuNT+3T58+tG7dmqSkJIqKirhw4QI7duwAYOLEibzwwgscPXqUwsJC80Wnn58fV155JRcuXGDjxo3o9XoWLVrExYsXzdtduXIlp0+fRqVSERoaCoBKpSIyMhKVSsWRI0eAqoGCtkNvDIW5nP/pU4xlekovFHN0fzoAhfu+wVCcj6KoUAUEYzRWbBMqpjo+kpLu0c9sQnyU3fOULy5vVdscHYP5qRnmf9dGMOjOSPyqaf09EoA7e12ezsO3PC874mvpWbY63N1Zms9KQQG88QY7p05Fn5/PzHvvRaPRMG7cOHr37u3yZgYPHkz37t1RqVT06NGDiRMnVgl+FyxYgFarpWfPnvTs2dOtQNuWJ554goCAAIYNG0ZQUBATJ06kRYsWREVFMXDgQNLS0pxuIyUlhREjRjB06FA0Gg3//Oc/KSkp4X//+x87d+6krKyMGTNmoNFoGDNmDH369LG5HVvpRveOu9nmY4t//55m/cajDgjGr2lzQq4ZZXV/UJfraBfdFpVKhbbLQPzC2lD65x82t2U0GinYsxlDnzsJDw8nJCSExx9/nNWrVzt97UKIuidLjdVjlsvs2FqyBip6V5Z5YKSgMavuOtL2lsCamZLeuN+PgwcJLL1Q5eZJQEJZKce+fRu/rgNpdm0ihembyf3yVcpL8lH5BxMcfwsBMZcLKsX2v4WM12by1ltv8VVZuHnqbcTI2ZzbuoKcFfeDQU/ElX8hIf4xtm076LBpL730Eg899BBXXHEFAQEBTJs2jXvuuQeouIi88847adasGR07duSOO+7ghRdeACoC9/Xr1zNjxgzatWuHoihMmjSJAQMGcM8995CTk8OgQYO4cOECw4cP56WXXgKgWbNm/Pe//+Vvf/sbBoOBRx991GpK4+bNm5k1axbFxcXExMSwevVqtNqKoGDevHkMGDAAvV5Pu0mLKLB4HSr/QFokPs25r18nf8cH4Keh7XXjoE1nLhz5mXNb38Cov4hf0xZ0njgfrVZrVfzOkieWbbO1BFm1A4cGZs7wzsxKScfWZPCVO7M4erqQVdP6O11D3dVAOFSrsbmcVaBG5fZ7vGqadaG/yudKVzSzUwncW5I/2+dS+3zts1mTde0t15K/Ke8QL7w3j3KDgZzSC7RWFMpat0GzZTNcd51Viowzu3btIikpiV9//ZXS0lIuXrzI+PHjrR7TqlUr879NKT410bJlS/O/tVptlb9d2X7lVCCVSkV0dDQ6nQ61Wk1UVJTV7KLoaNsVzW2lGy1K6M7R04VV0kDKCnNRN400/+0X0tzq/tLfviHn902ELtFRcKGM8tISDMXnbe63vDgfo/4iaS/dT+iKiqn2RqMRg6F6RXiFELVLgu8Gwl7183Iqqs6CrO1dXQvXV71YcyUgcTSi0/eZL9k1b6jH2livdOpEcZOAKgF4b2CGxp+Ff72PNT2HAdC0dwJNeyfY3IxGpTBjdH8efk/L2LFjubtpU/PyR2ptCM1HVCzLNaBDuDlIGDx4MMePH7fazrFjx8z/DgsLY+XKlTb3161bN37++Wer22bPnm3+d7t27apMuYSKC7snn3ySJ5980uZ2p06dytSpU81///Of/zT/215bAJ566inzNMPUNB2PpKQT3P1G8/1NImNpefuz5r+n9GvHqp1ZNB91eftajZrFYyrW+U7+bJ/dfdV01LUmgUNjYD8LuyKXOzVN53ANdcvPuDPJo7sxZ+0e9BbJzhqV4pH1zJ2tm25LUWkZqWm6WvkszE/NcGkd7QEdwn3ys1mdde3np2awamcWRiDoYjFL355LQGnFe9Ma+NNoxK+4qCIV6OQJsrKy6NChA0CVtJgTJ05YbXvSpElMnz6dTZs2ERAQwMyZM811MJypnDrjyv48pU2bNmRkXJ5VYjQayc7ONgfdOp0Oo9FobmN2drb5mFiyTDfakHHS6vw2pV87Pv75uLnGgjo4HEPBGWjeDoCygsvHqSz/FKc3vcQ3W7+mf//+LFi/n+fuuxXMiSbWx0oV2BTFz5+/PPImuxcnevDICCFqg0w7byCcXRwvXG//wlrYl5qms6qEa8nZMQ9wsN7syYLSGrWrXktMRONnu16BUVGxoetAp5sI1Wr419ju7PviA26//XaaNm0KVIzEmYosmXJF/3c4t8Hn2yfERzG5Xzu79ytgvgC39Jd2zcwX846CEk9Mwa3tZbzqC1cKey1cv88q1cgy//nYkhEuB95Qvcrb7jC9z0FN7NcksaQ3eL64mS32ZnZYUitKRSeVC8ezPtTzmJ+awUqL7/3I379HMV7u6ulPxQjMi0Cxvox1jz7Kjz/+aL6/Z8+e7Nu3j/T0dC5cuGBVUA0qUnHCw8MJCAjgxx9/5IMPPnC5bS1btuTYsWOUl19uT1xcHKtXr0av17N7924++ugj91+0CyZMmMDGjRv5+uuv0ev1PP/88/j7+3PttdfSv39/1Go1L7/8MmVlZXz66afs2vUj7/7vGO2TNjL9g184f0HPgCVbmfjJaYrUIXS/5U5mvL+T42fyKTm+H11eCR/szLIqbhjU5Tryd67FcKGQsoIzFPxyuXhmZIARtUohMrJiZLzDud2Unbn8WVUHhVJWcAajoeIcrSgqQnoOw//nlZw6dQoAnU7Hli1bvHK8hBCeJSPfDURooMZukAg4vE/YZhpFtcdZQOKoqnCjFhKCZstm9MNvQl9mILD0AkagxK8JU8cnU9yk6nFVgBcs0ieKiopo2bIlMTExbN68ucrjbaUKzExJN88CCdVqSB7drUEFgIsSutMrJtz8Gk38FFCpFEoNVct1mUZVnR0HX5uC25C4MqvgXLHe/D554jPrqe048sxt3Zm9dg8GW+XEK6mNfHZXAvzDi29xaVuWo8ngeiqSt5mml+vySlCgSmdb7Lkcc5FLgCbAOmAaMF9/kVu++YYxY8aY77/yyit58sknufHGG9FqtSxevJjXXnvNfP9///tfZs+ezfTp07n++uuZMGECeXl5LrV1/PjxrFy5koiICNq3b88vv/zC008/zcSJEwkLC+P6669n0qRJ5Oa6VsXfHZ07d2blypU89NBD6HQ64uLiWL9+PU2aNAFg3bp1/O1vf2Pu3Ln06D+YgA69KdBDKHCm8CLFFw0VMztUasJum0/mV69z8fu7QVEIuup6AtpeVWU2S7NrJ5L7xSvoXr0XdVAYQd0GU5TxFVqNmgWJw/kpcDb9+/dHpVJx5513MvC6Adwxtgcp54P4w9CDJs3bcfzlO0BRceXs1Tz38gukf/Ym/fr148yZM0RFRfHAAw8wfPhwjx8vIYRnKcZ6UG22V69ext27d9d1M3xa3MIvnE6nO7ZkRC21pv5zFngDTqvuxiZtdPh8e++HZX5eg56eW1gIKSlw6BCv5ygsj/iL3cB7cr92LErobndTlY9Z0cUyp9+HxlQPwdFnMSpUy46kIQ4fM8XJ8RfuswyUXGF6nzxhfmoGH+7KxmA0olYUJvaNrtH7W/l8aZoG7+r30pOvzZ72SRudVot35TfSlOJha1u18TrscSXfPnHPFp78+nWrANykuEkAgf99manff0/btm1ZtGiRN5tbbwxYspXdLz5ASNzNBPfwXKpYQdrnFP32Has/3dwofoNqm6IoPxuNxl513Q4hbJGR7wYi30mgEVrLRW3qO2eBt+l4Dliy1aNBcmqaziofU5dXwpy1FdVhG9wPdHAw3HsvAH8HWlgEI2pFwWA0EuXCcU1N0zFrTbp5vV5Xg5lyKvKcLbc9PzWDVbuyMPVJBmpUPDumR8M79hZcGXVctTOLXjG+mQdbH1WnMJknRodN05AtGYxGVu7MYuXOLJe+b5UNXbaNg6eKrG7bcTiXySt+YNW0/lbbsvW6a6vwnrOCda6uOO9oybe6XJ7MlUJyG7oM5Imtb9i8T+OnhsRE+P57bzSvXvn222/p3LkzzZs354/vN6A/fYyAK66p0TbLCnMpyzuBf1QXynJzOP/jJ4T8ZaSHWiyEqE8k+G4gHF1YqKgosiM8Z2TP1tWqgG5irzJx8mf7rAohAejLjVWCxLpka2Qeal5Mq7pTYR9ftxcXZrbalFeiZ35qBr1iwnl83V6KK6UKFOvLmbUm3dy+hsiVfG4j1LjiubjMXoFMR2qad28r8K7M3fNYapquSuBtYqsDsy4L780Z3rlKoTlLRqDD3M+dzgJwFMDX1fJkqWk6lwrJFfkHMnV8Mu+sTUYxlhOkv0iRxh+joiJ4y+aKDlHBgQMHmDBhAkVFRZQFRdI8YS5+wTVcVs9QRu6WlynLP4nKP4jAroMI+cstPpGuIISoXRJ8NxD2KuE2hpG72haq1fDN76edVkAf0CHc5gVoU3+13YI+9i6gXLmwqg32cqkt1Xb+Y+WA2V0rd2bx4Y/ZdnNTy40NO/A0dZ6oFbCRFm5Wl6N69Z27U8wr88To8Ie7sl16nDtLy1WnUFpt5Jvb2y9UdHDaO5+aZgEANgNwZ0XV6qo2gjvvw+623ejz4HuM/O17YvNyOBbahg1dB7L/uusAeOedd7zUyvrj73//O3//+99JTdNV+X1zlVqlMLFPtPnz5NesBW3u/W+Vx3liKUchRP0i1c4bCHuVcPc/fbOc1KvB0Zq5yaO72Q1ELG9fNa1/le0M6BDO3oU3VatNvlBV19URO9MFhbd56lg4KwpV3wPPKDsjcqFajfn88PyEOIfbqKtRvfrO1GHlSuCtVhQUICxQQ6hWYz6XLx7TvcbncYMb9V1c/bzXt+9FQnwU6QuGmVdEUNtY7gqwO0Ngztp0p9uvC+526hQ30bKm5zCeu34qa3oOs1lrQ1Svc8lkYp+KGRRTHKxCYVLfvkdCiJqRke8GpK5GFBqiVdP6VykipFHB0vEVBbrsjWIZqcgDN02ldGcJIKiYqWBvJNdI3VfVdeciwVcqGHtCXQSeniy8Z2tmjFajtkpHMW173icZFJVad7DUVl5uQ+Rqh5VpzXVvfa9NdRRc4ern3VG6k6MOTF/h6HgMXbaNL2cNNv89PzUDX13Awp331hapCWNbTX7DPv5ZR6+YcPMMig92ZdlNj5KOTSEaFxn5bmTqw9qkvsJyzehjS0Zw8NkR5gvjOcM7o9XYXsfWNBU7/qkvvHJ8a2tUGap+XrQO1i6vrDYuKGojwFcptT+d1HK01NTpMjMlnaHLtlVre7ZmxtgK9BLio9j31E3mNdI9OfLaWLn6GfX2MZ7YN9qlx7nT0WLvPNipRZDbHY91wd7IN1All91ZvnxdBrA1CbxBasLYU5PfMMvf6UUJ3TmyeATLE+OqfF+kY1OIxkdGvhuRyvm6v7z+KP/43/WwcJbXLvpiY2N54403uPHGG72y/brylwgDx54fS/z8VHLOl9p8zLlivdUotaORdBNX85drI+i0VXndVb5Swbim6qpmgr3R0oOnisxVpN3lzswYmUXjOa5+Rr19vE0jcJbV/CsL1WpIHt3Nrc8J1E0BNU+Y2DfaaVDtqroMYKNqeB6sL+9XbbNXpE+lwKS+7Zx+dir/Ttf374sQwjMk+G4kUtN0zF6zx6qHvOWEhUDDLiblLe3ataOkuGJkxNH6yKbe77W7s6oUX9OXYy7m4u7xr41RZVuV111RneWKqsvWdGoFnK7na0tUqNZnLogcda44WwavMfHk1HxvsVcM01JTf9uzaDxtUUJ3FiV0Z8CSrTaDtSB/v1pbpcAXLEro7pHge0q/dnV6DG7oEsmqnVnVPu8J22wV6QsL1LBgVEUHVcqPWQ5TEWz9Ttfn74sQwjMk+G7gUtN0Dqu7QsMv9lFWVoafX80+6raOY1ighqtahzh9ri6vxOGohGXnR1ighnPFziub39Al0oVW14y7Fdab+qurXUyuuuyNJLhboTYqVMuOpCFeaGH1OBstrQ9Bp7fZqrzvi8v2JMRHsTsz126QF6BWav1740rByMbCUZX/1DSd+bPkqFPP0dJk3paapuPjn3XVCrwV6q5Ce33hKFheOj6OWSnp2Iq/ZTq5EMIeyfluoFLTdLQZei+Tb59gFUTlfvUauV+9BsCJD5Io2LOFNqFaDh06xPXXX0+zZs1o3rw5iYmJABw7dgxFUSgrKzNvY/DgwbzxxhsA/N9nO2jWIR61timaoGZcf8tt5OXlOW3bgCVbCe5+I63730qvgX8lJCSEvn37cvjwYfPjfv/9d4YOHUp4eDidO3dmzZo1NtsAFcujXHdpqRQARVF45ZVX6NSpE506dQJgxYoVdOzYkfDwcEaPHk1OTg4ARqORRx55hBYtWtC0aVO6d+/Or7/+CkBJSQm33nEf4wfHs/fZ2zix8lHK9Rcpyz9J+oLhbD94GoDyi0Wc+fw/HH/5Do6/cifnvnsfY3lFUFCY8RUnVj7Kua1vkr08keOv3kvJ4d3mtmb/eYq7776bNm3acPDfEzi1bpH5vuJDP5Lz9kNkLU/kxPv/pPTUUQC++f20w2Nc2+oi8DZJiI9iR9IQji4ZwY6kISTERznM5azMFy+SnLVnVkq6VT743HUZja5+g62p+SV6AzNT0n2unoW972uoVsPvz9xSy62xP3OmMRZ+clTlf85He8yfo8l2qla7Us3am6qzZjxUBN6T63jEvr5LiI9i2aX6GHC5hoDUyRBCOCLBdwNkGhFSdbyOkiM/U36xGABjuYHi37cT1PV6q8fPGd6ZJ554gmHDhnHu3DmOHz/OQw89BMAX+04A0PHxz6tc0A5dto1FG/cT0GssbR98j1b3/h+7Mg7S7sa77F78zk/N4JFLgQPAqfRvONNpNO9s/ZWOHTsyb948AIqKihg6dCiTJk3i1KlTrF69mn/84x/s37/f9eOQmsquXbvYv38/W7duZe7cuaxZs4Y///yTmJgYbr/99orX+MUXfPfdd/zxxx/k5+ezZs0aIiIiAPjnP//Jth27aDllKdEPf0jo4LtRlKpfmzMbX0BRqWnz9xW0nvoiF479QuHeL8z3X/zzAH7hUbSd8QHN+o7l7OYXMV5KASjYspzi4mL27dvHubOnefzR2fj7qSg9eZizm/5DxPDpRM/4gOC4mzn18dMYy/S1MkIVFui8gFBYoIbliXF1Fnjb40pxKV8uJuasPZVHWmqzCJ+vcPQd8LUOCXttzXdzdomn2CqU5oudULUhIT6K5YlxqGz01+kNRhau3wdgXjbKFGCpFYUp/drV6ag3OJ+tYPm6TH2SUaFaXkiMq/O2NwSmzt9jS0ZwePEtHLPoBBZCCFtk2nkD9MpnaYze/QWx53J4Jjgcw/5vUcXfzIXMvSgaf/yjulg9PiE+inUaDZmZmeTk5NC2bVuuu+46UtN0PLvxNwCrisv5x/PYv24vgT1aowlrgyasDQBqv2Y07Z1A3o4PzRe/xRZLFqWm6arkpQVe2R9adGTZ14eZN3kys2bNAmDDhg3ExsZy9913AxAfH8/YsWNZu3YtCxYscOk47G1+A3957oeKtm1/lXvuuYe//OUvACxevJiwsDCOHTuGRqOhoKCA33//nT59+tC1a1cAysvLeeuttwif+Bx+Ic0BCGjbtcp+DEXnKDmym+iHU1Bp/KFJAE17JVCwZzMhcTcD4Ne0BSFxFQFq0NVDyP3iv5QX5WHESP4fP/LqD5sICwsDYP7fxjEfeOCBz9jQdxTqNhUXxMHd/0r+zjVczPmdDj36uHQMqis1TWe3KJOlwCbu54jWBtNFpaN8zqNLRtRWc6rF3SJKjW3KsLPcflOHhC98Pu2lEdTVSLMUfrKWEB9lN1XFMg3IlDPvS+x9tnwtlUYIIUQFCb4bmu3b+eTZCSjGcoL0F7mg8mPTl/9H08h2bN7/bZVRb5PnnnuOJ554gj59+hAWFsbs2bN5MbstZTYisJJSA6pLNxuKzpH71etcPL6P8tISMBpRBQRXPE5v4LzFyM7C9fuqXCyrgioCzpy8EgIDgygsLAQgMzOTXbt2ERoaan5sWVkZd9xxh9NDMHlFRcBtCpgBcnL+5Jvjl0d1goODiYiIQKfTMWTIEKZPn86DDz5IZmYmY8aM4d///jcXLlzgwoULRMdcwQkHcU1Z/ikwGDj+yp2XbzSW4xdyOS9bfel1Aqg0ARX/LyvhwQGteW51uDnwtpSZmcmpH76h7H+fXD5uhjLUJXleHaGan5rhcvEeXw74PFVMqa64m7vezIfX6vV0jvrkFT/YzLOszJuV8N1hb531uhxpdpTLKjUF6g9f/GwJIYSwT4LvhqSgAP3wmwguvXzBOaW8jMeB9DUL+ESlotWU562eYpqS1qpVK1asWAHA9u3bufHGG4m46yVU/kEAGPUXUfwDATAU5Zmff+7b90BRaH3PK6i1IRT/8QO5X75qvr/sUrXs1DSdw0JilUeAoqOjuf766/nyyy9tPj4oKIji4mLz3ydOnDD/21wN2iLvVx0czh+Hj5r/Lioq4uzZs0RFVVxQzpgxgxkzZnDq1CkmTJjA0qVLWbhwIQEBASR2acJ/9+jtVv5WN41E8dMQPeMDFJXjqsXHLo22Kv+Cr/95A0FBQSTl5pKXl2fV0WA6Bk/On0+3W6bW2oVwaprOrYC1MeaI1paE+CibVfLtcSPNvVZVXmJPl1fCnLV7gOoXRnP5mGBdNKuueHKk2duBcX0pZOdpoVqNzSKTlut3933mS04WXF5asmVIE3bNG1or7bNHZjEIIUT9IjnfDUlKCvoy68IrkcBg4IGyizRvEoimuXUu7IReFX+vXbuW48ePAxAWFoaiKKCoUAc2Qx0cQdG+bzCWGyjc+wVleX+an28sLUGlCUDlH0hZwRnO/7jOavt+KoW3dxx1OIJnq+LqyJEj+eOPP3j//ffR6/Xo9Xp++uknfvutYhp8XFwc69ato7i4mEOHDvHmm286PDRBV11PYcZXpKenc/HiRR5//HH69u1LbGwsP/30E7t27UKv1xMUFERAQAAqlQqVSsU999zDhteXMHdwS5r5q7io+w1j2eULtMl9o/EPiSAgNp5zW9+g/GIxRmM5+nN/ciEro0o75qda39a6dWtuvvlm/vGPf3Du3Dn0ej3fffcdANOmTePVV1+ldelxtj92A78+MZjHu5fw145NHb7Wmkj+bJ/Lj60Poyv2iiHVdZEkV62a1r9Knqk9rlTJr23zUzNsBsr6cqNbn7XqMoLP5MLbKgzoLlNg7Olie/NTM+gw93NikzYyMyXdZiE7XzmO3pI8uhuaSonfGpViXr+7cuANcLKglB4LNtdaG+3xxGerMTEVfW2ftNHnijMKIRo+Cb4bkoMHCSy9UOXmScA3RiPXhrU236YALZsGEN+uYrrzTz/9RN++fQkODmb06NH85z//oUWbisA84qaHyP9xHdkvTqL0TBb+UZfznpsNmEjpycNkL0/k1EcLK3K4L9Fq1PipFb767ZTDZtuquBoSEsIXX3zB6tWradOmDa1ateKxxx7j4sWLADzyyCM0adKEli1bctdddzF58mSH+9DGxhE6cApjx46ldevWHD58mNWrVwNw/vx5pk2bRlhYGDExMURERDBnzhwA/v3vf9O9e3eeuHs0x5bfTqfMz/j96eFsf6wil+6pW7tTbjTSfOQsjIYyct54gOzlt3M6dTGGwqpBx6qdWVV+6N9//300Gg1dunShRYsWLF++HIBevXqxYsUKpk+fTlhYGB07duSdd95x+Dpryp3lxXyxUFllvlokyR2LErqbC/kcXlyzyti1fdHpaBaFu0vZVZcvp0a4y16F9+oGxqlpOmKTNrJyZxYGJ0UeGtJxtCUhPoql43sSFao1F2NcOr6n+RxXOfA2OX/RIMFbPWKrA2tmSjqxSRvpMPfzKh3kQgjhaYrRlapKdaxXr17G3bt3O39gY/fGGxQ/+JDNALxI48/Cv97Hmp7DiHJxWlpqms6tnFMV0CxQQ16x3jz1bfaaPQ4v6kK1GtIXDHN5H66oPM3VZECHcFZN62/jGa6xN+VwwJKtbuWW+nIhnNikjS4/9tiSEZIbWgccvUfHHBSRqzydGCo6yMZeE8U3v5/2+HvoyvnDUXsduXLe55TaW5y5El/+vrmrfdJGm7UYFNwvIOju+b0hHcfqcPS9a+zHpj5x5fe6vnXQiqoURfnZaDT2qut2CGGL5Hw3JImJaB6eCTY66I2Kig1dB6KAyxcJjirAQsUFn7OLdWcXdyN7tnZ4f3Wsmta/SgDu6cAbKkZC+j7zJXNvuapKUOOoEnNDGUFqrLmh9ZG9QKtEb7AqrufJ99DZaKwrS9nZ69x5blxPlwJHjVrx+dQId3iyaro7o+X1IcXEmdQ0Hcmf7bOacWHrPK1RwdLxcW59/hvKOb0xcKWjfOXOLAm+hRBeI8F3QxISgmbLZvTDb6JUbyBIf4EijT9GRcXU8ckUN9ES5eZFmr0iNOA88IaKIlCOJld88/tpt9rjqpoE2rbYm3J4sqDUZsGbG7pE2q0Y7stFyhy935Ulf7bP7hRYCb59h7MRzsqf0crv4dBl2zh4qsh8f6cWQXw5a7DT/ZoCkvwf1lCWd4KIm2dY3b9gVDeHbf7n2j3mgo1QtWNgd2au0+KABTs+5KPMD0hYudJpe+sDT1a2diVgdKWDtT5ITdMxZ+2eKkUzbZ2f9eWXO40tX3PLkCZ2fwd8+ZwuLktN0zldorA2ycwxIRonCb4bmuuuQ3PyBL8ufZWfvvqJQ01bsaHrQIqbaKt1kZY8upvNixa4VLX4I8dVi7V+Kor19hcF8pWlgGrK3rI9lQNwXx9BSh7dzeWpqPaCdBkF8h5HuaUaOxU8qpMPbHoPKwfeAAdPFTF02TabAfi2bduYMmUKx48fN4/SNus/ocrjptio82AyPzXDblBt2TGwKKE7vWLCWbrlgN3zyIUyAw2ptIknK1vbG0U3qc5Udl+1dMsBu6tVOHqO5XHdNW8oPRZs5vxF6w5HXz+ni8uWbjngU4G3zBwTonGS4LshCg4mfuE/yUzQ8e6WA5TklbiV5226sAvQqLhYVo6jaxa9wcjC9fvsbrfEQeBt0veZL+t8uRZvsAwO6kvPtrNUA1fIKJD3OAqky+x81arTGWJ6DysH3iaVb6+4kNzLucPpnMm/QGzSRjSqimnfeovcbIWKAov2pnQ6CrxNLF+PqdPLXh5nSIAGMFS5vT5ztD63O5ytIz+5nqwI4IrqfAdsPWfvwptktLIe86WOYUfFE+XzJETDJsF3A+bKRVrFdLx0bMXIrgTO4HiJI2ejK1AxddveSFp956kL5doU5cJ7Zo+MAnnXb5vf5/zPn1FeWoI6OJzwoQ+gjY3DaCzHuOczOnSYQV5eHn/961959dVXCQ8PJ9yYzy/PTSbi5ofJ274KY2kJodffRZNWHTm76UXKzp8muNtgwoc+AIC64CTnv36TiKXjySspI6B9PBFDH0AVEAzA8f+7h5C/jKRHj7lkZmbSve/1HO9xN+Xl5Zxam4yxTE/WsnEAtJn2GmX7v6Tw1HF63vEEc4Z3pnnRUa699lr2799PSEgITz/9NFOnTiU1TceqS4H3hcy95H71Gm3ufQWAk6vnU36xiNZ3vUCbUC0DBw5k9uzZJCQkkJOTQ/mX/+b4zh2g0dK016007TUarUZNzw4RXDibRWJiIp9//jmdOnXi7bffpmfPnnXw7vkW03nJ1vnf0wWn6jpgdeV3yNZzbKmP53RRwdXPQcuQJl5vi72OAF/qIBBCeIcE327oOHcjZXZGgcMCNRiNkF+iJ9Ti377cM+5utdvqsJWjaIu9ETZfsTwxzuaxWp4YV+tt8TZb75m9PLmwQA2BTfxkFKgWHDhwgKL0jbS68wX8QiIoyz+Jsbwiair8eT3NT/7M199+S2RkJDNmzODBBx/kww8/5L5BV3Dfc3DxzwNE/f11LmT/yqmPn0Z7xTW0TFxEr+gQNjx1Fxc7X8cVPfowpf+VdExIZtCgQXSc8zGnP3mWvO0fEH7j381tKT7wPZt3byMgIIC2XeLRKl8REn8LLcYnc2b987R98N3Ljy0zkBAfxcqkIWRmZnL1oJt5/fXXGTduHOfPnyc7OxuwnhLapE1n9OdyMBTno/IPovT0MRSVivKLxcy4vjNTF+5m4MCBlJeXM2rUKG699VZmLX6FJR/tYO/r/6RVuyt49qEppH+6k2fe+pQPP/yQlStX8p///IeEhAT++OMPNBrnBd8autoIJCvnW+vySpiz1nG6kqc5G+W39xzRsLhyPWJaxcTbPFk8UQhRv0jw7SJHgTdYj/5a/tuX83iquzZsZaFa+xexljmK9Tm/25O5lp7irdEkewXkPv5ZV6XQ04JR3Xzuc90Q2Hpvrw5R42cso+xsNurAZvg1a2l+fGH6Zh5etJS2bdsCkJycTLt27Rg3awmvfXcEgGbX3o7i1wRt+7+g0gQQ1HUQd/21B4sSujN21xAG9glg5kzrlRC6xLbhYu8E8nZ8aHV7pxvG06ZNGwA07XtReuqI3ddimbbywQcfcOONNzJx4kQAIiIiiIiIAKxHfFQaf/xbd+Ji9j7UweE0adEelX8QEUVHaXGhOZ06dSIiIoJdu3Zx+vRpnnzySQDG92nP4rBs/vjjdxLio0j/FK655hrGjasYiZ81axbPP/88O3fuZODAga6/IQ1MbY5EJ3+2r0q+tb7caLOombe4WqAPqlftXNQPla9H1IqCwWiskpZXG98Pe53curwSBizZWufXF0II75Hg20WOAm9nfDWPxxPTmzQqheTR9qsWw+XRldoYafcmX5puWPlY6vJKPHoxa+u11rf89fqqciGevJNn+fmJpYQ3Oc9fY3vz1ffvc/HscQLa/4WwIX/DLyQCff4pkh++m3/N+TsatQKAolLz2MrvuVBaUaFZHRSGVqNm8ZjuTF/ZlJWP3MzgwRVTi7VaLYWFhQCcPHmShx9+mO+//56CggKKL+rBP9jcPo1aYfndN5j/bhoSzLk/Ly/r50h2djYdOnQwv86F6/fZTVvxj+7OhewM1CERBERfTcfoFtwYcY5vv/2W66+/HoDMzExycnIIDQ01P89gMFgF1tHR0eZ/q1Qq2rZtS05OjkvtbYhqu9CTo9UTHqnFAHxRQnd2HTlrc5ZVTZeiFPWHs9/x2vp+JMRHsXZ3ltWSqN5Y8lEI4Xsk+K4lvpjHU508OLg8BdnVIm4mCfFRPJKSbnP6csOpR1w75qxNt3u7t36sfanzoSGzLMTT6/g+3lmbjGIsJ0h/kWsuLR04OSGJrzK+Ju/bd2g+cjbqps2JuPlhOlx9DTuShpg7Z8oASk+at23qCHTk8ccfR1EUMjIyCA8PJzU1lenTp3PsUuXr2NUBVo8f0CGCDX+aRhQVm9vMzi0GKgLhH3/8kdQ0HbPX7sHgoJpjQPTVnPvmTWLatePt5c8QFhbGtGnT8Pf358EHHzRvr3379hw8eNDudkzT2gHKy8srKrFfGrVvTEyjebbO+XXVQWykalVxT7E1emkvvckyABKNm71CaDNT0pmZku6xegjzUzMcfu58ddBGCFFzEvPUEl/M46lOTltYoIYXEuM4tmQEO5KGuP3D8IKdHOllDTB32pvs1cJzsUae8GGmjrqgi8W8szaZ4NISgvQXOQDs0l9EU1rC258sRqNSg1IR7IbE3Uzed++RmZlJ3MIveOjtbyk+uNPm9p11uBUUFBAcHEyzZs3Q6XQsXbrU4eO7tG7KNTFhAKiDQim/UED5ResgJz07j9Q0HZMnT+arr75i5uL/UlZWhqHkPKUnbU9Zb98tHmNeDvlZv9GnTx+6detGZmYmu3btYtCgQQD06dOHkJAQ/vWvf1FSUoLBYODXX3/lp59+Mm/n559/Zt26dZSVlbF8+XL8/f3p16+fw9fU0MxPzeCRlPT/Z+/Mw6Iq2z/+PTMMMGyyiAqIoGgupIJpSvim9rqUC+GKu5ZZ/dLKJV5BSTFNKNNsed8sLc3cEDVc0LQyTU0pE0Qt12RxcEf2bWDO74/xHGc558yZYWaYgedzXV4yZ33O/tz3c9/fW/DaW8pB7OUinFtv7v2mZSoQtvQw5jw6XhraZTEJBCEM3Y+bT+dh0rpT9d6PmBQIWxy0IRAI9YcY3yJx4B7QEYWtKkBHhwdgTUyYXn3gyBBvrIkJ0+o0MYfv4li/YAlmnwGeclBQj56viWkc+XUJaefRLj4dwXHqf53fPShYl5lA4IJx1A2/dBwU/dibUg0gDkBzAO2VVfC5ewOez04DALj3jIJL+964s+NdZK+Ixu3v5qO6gHuEmwJQJSA4tGTJEpw9exbNmjXDsGHDMGrUKINtDvR2QU7yMPR/ujtcOj8LxdpXkLcmBrWlDwAAdSoaKw9dxtkHUgRPXIZbJ3Yi/5PxuLXhLdTcvcHZxtOLh6HnUz0QGhoKR0e1+nBERASCgoLQokULAIBUKsX+/fuRlZWFtm3bonnz5njllVdQXFzMbuvFF19ESkoKvLy88N1332H37t1NSmyNUZE3lDllKQfxkhHCaUnm3C8TMswV6q5Z8o5A4EPM/XjyeqFVvu22OGhDIBDqD0XTtv9B6tmzJ33mzJmGbgaC49J559mj2rkYdPOfALB5o/Z6TJaArz6xBOpRfXOfK6F7kQkPJtgnzDP31o/r8X8Zu3iX+1+fMfiw33ST9hHgKcfJuOcML2gCbePSeQ09uUxqsPIBYNn2NTX4aqDrYkkn6KDVRwUrWkiox8J8hmrBM6RlKrDo+/Mor6l/HXeZBLi6grw3Cdx9Hi7q+44S+oYzNJaBiYaAoqg/aZru2dDtIBC4IDnfRsBX/7gxdxT58p9ILpI22zLyOaerYJmcxsgQb858scgQb7Puh2B9mHvl0l9BKJc5wVVZrbdMucwJOZ6m5y1bMpxRSEtCjOEtk1A2GSlkr9hC6OqP8/pj0rpTvDmumqn/NB6H5PIZ4GI0A4xh5dgws2yHYP8w719D4rCWfq68XGSkj0UgNFJI2LkRxA7pCLlMqjXNVkPKzQXfB8YWOnTWJC1TgfD3DrMh5WFLD2uFndUJRJBY4lxtmRmhZ2gTxd7GQ3R4AOI2JsJRxu0fpSkJ9nc2vVSWJcMZud6TYpHLJFg5tjvpdJoRsdfaXKUn+dgyM8KoqJytGfw5sSsPXTbJ8PaUyxpt2hPBfESHB+il4+liyXeoVEIZTNcgEAj2Cxn5NgJbrPVsafhGsZpSLlJapgKxO89p5QwWVSoRm6oW8IkOD2DrhXJhqXNFDO1Gjrs7ZId+gHLI86hR1sFVWYXyR2rn08cmosLRtPuKgmlii4bQVJduJpeJGuVmMLZyAkE8XPWEubA1h6qQbW1KlQ6mLCap2kAQQ60B8VJT36FiSq6uIg5IAqFRQ4xvI2lqH26ujltjH+3XZeWhy5xiPcpHIlLR4QGY0DuQN+e7KZ0rgpnp2xeyO7exaOwiBBcVIMfTH/s7/4vX8JZKKLg7ObDaE2VVtVBqWDFMPq2532F6tckFajtrQvQjLI+m01jIaLUnh6qQs5ML4twhGItQ+oyp0RJ82jCaBHjKyX1KIDRyiPFNEKQpjfanZSqwcHc2Koyo18WMFjG5iVsz8tgRG7lMgqRR3RrluSJYj0nbzuNk98Gc8yiAFTfzcpFhyYhQrfuNq9axsfejmG1waUMIQQGN+l1iazBOYyHxtWAf6xjffHoVusgF4n7FGt4kpJxgKnwDD6Y6C9MyFQYN76Y2sEEgNFWI2jmBAPWHcd6OLMFQRy4as9gewTYQUsW1tHHBV+1g9FMB+OXSPdYgNyYMeLIIJWuCZUjLVGBuShavGr21dCNC4tMhVPnLUJUIsQrupPIDoT6Yw3nJIOaeJc4i80HUzgm2DBFcIxCgHrkzRTi3sXip0zIViEw+grZx6YhMPkLqk9sJlu6o8VU72Hw6D4qiStAwnH8rodT/SylKz/Am9511iQ4P4DS8lQ9uomDDm9g2+9/wHfSa4HXIyckBRVGora01uR1C79oATzlWx4RhzshI/PTTTwCAFStW4JVXXmH3/1v8v+FsQNMvwI7C6Am2SXR4AE7GPYcbycNwMu65er1vxWgqEMObQGgakLBzAgGmiw01ho+l7uimoqgS8bvPA2gcx0cwHXOIcDk5cIdqpmUqMC8lC0ySh6KoEvMeCRGR+85ycJXMLM7YBec23eD90mcA1GWW4ndnWyxthi9aQjOSaI7G9IULF+ot+370k1j983Uoiiq10i8AEr5LsD2MjRAiEAiNFzLyTTCJhLTzCIk/gOC4dITEH0BC2vmGblK9MEVsyNXRtHJKtgbf6OaclCwyGmkD8KW+GiqFYw7MIcJVqazjLGMVvzsbuuoKqkfTCZZjQCdfvWl1JXcha95Ga1qlUoXY1HMWef7NUbbzxUejkjnJw/CxTvkwIuJHsDVih3SEjAkD4mBNTJj1GkMgEBoUYnwTjIZR7GREb+poGptP59m1AR47pCMEvot6SCUU3h/ZtVE4IYRGN5lRcGKANxwrx4YZNd2c1KdmtyZc91glj7Ah33RC/UnLVGBbRr7WtNvbFqIq7zwKf1yLvNVjoCxUoOL6HyjY8BaurxqDmAHhSExM5N3mxo0b0a5dO7i7u6Nt27bYsmULO++bb75B586d4eXlhSFDhuDNrw6hbXw65qRkaTn8AjzlGOJ4GW9HPwMfHx+8//77WvtITEzE5MmTOfdfXFyMfZ8vxj+fTELNd69iQNkRjOjWim1bZGQk5s6dC09PT7Rr1w6//fYbNm7ciMDAQLRo0QLffvstu63p06fjjTfewAsvvAA3NzdERkbi9u3bmDNnDry8vNCpUydkZmayyycnJyMkJATu7u7o0qULvv/+e8MXQQQkHaPxER0egJVju8NTLtOa7uUiI7neBEITg4SdE4yGT7Fz8+k8uxVSYj58YtTOGVXp//5yFVfvlrPTGScEALs6D4bC4ZiRS9I5aBgasuIAs4/EvRdFlw/jwp7KWNki5lKtj999Xk8pvNWEFbi9NQ6uoQPg3n0IAKCu7AGaD58HWfM2qL2Xiy++WIawsDBER0drrVteXo633noLf/zxBzp27Ihbt26hsFCtZL5nzx6sWLEC+/btQ4cOHTBw2lysWzoHraZ8pLUNCQWM70AhftoiHDhwAL1790Z8fDxu3rwp6rimT5+OFi1a4Nq1aygvL8fw4cMRGBiI1157DQCQkZGBV155BQ8ePMCSJUswfvx4jBgxAteuXcOxY8cwevRojB49Gm5ubgCAHTt24NChQwgNDcXQoUMRERGBpUuXYtWqVViyZAnmzZuHX375BQAQEhKC48ePo1WrVkhNTcXkyZNx7do1+Pn5GXVtNCFpQI0Xc5SqHbT6qFa/g4GU0yMQ7Acy8k0QTVqmAp3fPdjQzbAY0eEB+GvZC8hJHsb+W6MTzji5Txu4ODpgTkoW5wcQgN7Ikq0jJtTTHLm/BNMxp/CPKft2dRL20zpQakE1Lkj+bf1gjDFNgTtTolGMKQfn3KYbHH2DQVESBD/RBRMmTMCxY8c4l5VIJLhw4QIqKyvh5+eH0NBQAMDatWsRHx+Pzp07w8HBATdaD0bN3RuoLb6rtb6KBlau/RbDhw/Hs88+CycnJyxbtgwSieHuyZ07d3DgwAGsWbMGrq6uaNGiBebOnYvt27ezy7Rt2xYvvfQSpFIpYmJikJ+fj8WLF8PJyQmDBw+Go6Mjrl27xi4/cuRIPPXUU3B2dsbIkSPh7OyMqVOnsutrjnyPHTsW/v7+kEgkiImJQYcOHfD777+LOsd86EYFAPypG4SmBZ/hDZAoNQLBniAj3wQtEtLOY1tGPupoGhQFyB0kqFSq4Okiw8MK00e+7BVNTzVX2SUuxNagtRWiwwMw55HQFR9k5LJpI+R88XCSInvp8+xvMaO0htIzwpYeRmJUaJMfxUnLVGD+jnN675RKZR0S9140ajRc9xq6Vldg+KXjCH5YgKSyh6itrWHnVRdcxsNjG6G8l4t7Uhp/KmswduxYvW26uroiJSUFH330EWbMmIHIyEisWrUKnTp1Qm5uLt5++23Mnz8fAFBSVQuARm3pAzg0a6G1nYf37yAw7Emt7fr4+Bg8P7m5uVAqlVojzSqVCoGBgezvli1bsn/L5XLOaWVlZbzLCy27adMmrF69Gjk5OQCAsrIy3L9/32C7+RAqK2iLDlBzluJqSkxad0qr1r3YEn98hjcDiVIjEOwDYnwTWJhcbgaaBhuCLcbwZsa9GtsHOS1TYVTYLd8IoKn7buhzSaHxlFQjmAZfaoKXiwyZiwdrTTMUWqn7nuGiqFLZ5ENt0zIViN2pb3gzFFUq2XeSmNBkzWvY8+ZFbExNBEWr4KqsxlaKQswv3+Boy3Y40zoU9/ethHuP4Wg9ZQWylw/HnDlzeI3KIUOGYMiQIaisrERCQgJmzpyJ48ePIzAwEIsWLcKkSZMACBuWDq7eOJ19hf1dUVGBBw8eGDhDQGBgIJycnHD//n04OFi3O5Obm4uZM2fi559/RkREBKRSKcLCwkBbyPlqbQeo5rfHWSZBda0KKlr9fevTzgt/3SrV6heQ8HhxcI1en7xeiEnrTokywA1hi04aAoGgDQk7bwIMWn0UwXHp7L9Bq49yLrfFQIfYEJP6tEFC2nnMTcmqd4ikrZCWqUBs6jmj8l0n9A40vJDIfZsj3FQMQi+CSX3akM5UE4dPnXrJiFCjtyU2LaOph9ou3XcRyjrxhpyh88VcQ9fqCmxMTYRbTSVcldUAAClNw7lOiY2piXCpqYSqphIyuTveGx2O33//HVu3buXc5p07d7Bnzx6Ul5fDyckJbm5ubLj466+/jqSkJFy8eBEAoKouR/mlE5zbkXeMxG9HD+PEiROoqanB4sWLoVIZFt7z8/PD4MGDMX/+fJSUlEClUuH69eu8IfLmpLy8HBRFwddXrR6/YcMGXLhwwWL7s6YDVPfbU6lUsbXZ62gaJ68Xcjrkm/ozy0VapgLtNPpffKPXmiPh9YFEqREItg8xvhs5XF7Wq3fL9QzwtEwF6uOvd5FJcONeGTafztPbjj1/kFceugylSvyZ6dDCtd5ia2mZCnRMOGjV3D+hI7Qn8bijR4+idevWvPNff/11LFu2TNSylmbjxo3o27dvvbdjSBmZpmm89NJL8PLywtNPP23SPqLDA5A0qqtZyjkZk5YhNIqzZcsWDB48mHe+vWNKmo/Q+WKu4ZS806BobsOWolUY/vdxBA57E/SfOzDl2U547733MG7cOL1l92QqMPyTXxHzZgKa+bSEezMvHDt2DF988QUAde70ggULMH78eHh4eKDg61mo/OcM534dfYPgPfD/MHHiRPj5+cHLy0v0s7lp0ybU1NSgS5cu8PLywpgxY3Dr1i1R69aHLl26YP78+YiIiEDLli1x/vx5REZGmrw9Q05VazpAjdEH0IWMvD4mLVOBOSlZeiUVTaVDC1fB+URfg0CwDyhLhUiZk549e9JnznB/tAnCCIX65SQPY/+OTD4iqHgthIQCItp5G/Tc2mM5jbZx6aKdEpEh3mjr66YVUktBPXIs1oBNy1Rg3o4sGLL3Na+dOeC7/gGecpyMe86s+9KFL7TelJD7o0ePYvLkyaKUko1Z1hJs3LgR69evx4kT3KOBfGieF08XGcqqarUcRHKZVMswPn78OCZMmIDLly/D1VW482YNQuIPiDbAmfsvJycHbdu2hVKptHp4cUMh9O7mQ9TzumAB8OGH/PPj4oCkJMFNcOlf6N53XLSPT0ctz6W3xrvGVhGjJ2Lud74Qxnz3dGnK11EXY/tVYq4xUTsXB0VRf9I03bOh20EgcNE0ejEEXpiOvKmGNwB4OMtw6h/DIVOxqecA2Fc+mKEyXJpk5hXpOSBoqEuw3bhXJiqfa+WhywYNb1MRMmZjh3Tk7Exb2ovOV1bnTG4hdv2pIOV2dNA9X0Khn8x5ys3NRXBwsFUM79raWoPG8YTegQZzvoHGN4pjrDPJUy4zKt1F9Pnq0AEVjs5wqanSm1Xh6AyX9u0Ntl9CUZwicIbEnq4lDeM13BvTtTYWQyPNa2LCrNcYGPfd06SpX0ddjIkCaOnuKGq5H+f1N7E1BALBViBh502Yzu+qQ5uFPrLUo38BAnlExZVKUQajUkUjce9F4xvagBjTkRCqD37yeqFeWGFapgLh7x1mc8HClh6ulxNECEa8STN/PHbnObZN0eEBGP1UACsWJ6UojH6q/jVJDcHV6axU1mFbRj5vyH1wcDCSkpLYMNOXXnoJVVXahsSqVavQokUL+Pn5YcOGDez06dOnIyEhgbMtf//9N/r37w9PT0+EhoZi79697LwDBw6gS5cucHd3R0BAAD766HGt4nXr1qF9+/bw9vZGVFQUCgoK2HkUReHTTz9Fu3bt0Lx5c8TGxurlsr7zzjvw8vJC27ZtcfCgupRfamoqnnrqKa3lVq9ejZcnjePspNeWPsDdXe8h/5PxUHw5E5ePfg8A+Prrr/HKK6/g1KlTcHNzw5IlS/TW3bhxIyIjIzF79mw0a9YMnTp1ws8//8zOLy4uxowZM+Dn54eAgAAkJCSgrq5Oa925c+fCx8cHiYmJqKysxPz58xEUFIRmzZqhb9++qKxU39enT5/GkQ9fQ8Gn41HwzWxU5WWz+7m9NQ4Pj23ErU1zcXPNOLgf/xjPBqnfO88++ywAwNPTE25ubjh16pRe2P5vv/2GXr16oVmzZujVqxd+++03dl7//v3x7rvvIjIyEu7u7hg8eHC9VKmNRax+g2YKAaCOKjKE0WkAMTGQOUg5Z8kcpEBMjMH280UuiDE2zJnC0FgQOm8NETEWO6QjTJENberXURdj8q/vlNbYrTYOgUAwDmJ8NxI6LTqgJaoWHJeOtEyFYI5QpYCxCKi92B/HhLG1hfkMcGM+MMaM5FgL3XPXadEBdp45OxKaudqDVh/FnJQsrZFLS54bLvEmZR2NOSlZCI5LR/h7h5Hyez7bqa6jaez6U2HxzgBfp9NQ537Lli04dOgQrl+/jitXrmD58uXsMrdv30ZxcTEUCgW+/vprzJo1Cw8fPhRsh1KpxIgRIzB48GDcvXsXn332GSZNmoTLl9XXbMaMGfjyyy9RWlqKCxcu4Lnn1GGVR44cQXx8PHbs2IFbt24hKCgI48eP19r2999/jzNnzuDs2bPYs2cPvvnmG3ZeRkYGOnbsiPv37+M///kPZsyYAZqmERUVhRs3buDvv/9ml/3uu+/g0LEfZ/vv7/0QUvfmaD1rE3yj4/Hw1014cuYq+PR4HmvXrkVERATKysqwdOlSzvUzMjIQEhKC+/fvY+nSpRg1ahQKC9VRHNOnT4eDgwOuXbuGzMxMHD58GOvXr9dat127drhz5w4WLVqEd955B3/++Sd+++03FBYW4sMPP4REIoFCocCwYcPw7wmvo928FHgNmIF73yehrqKY3Vb5hSOYtiAZxQ/uItDHDW+99RYA4NdffwUAFBUVoaysDBER2lEkhYWFGDZsGN566y08ePAA8+bNw7Bhw7QUs7du3YoNGzbg7t27qKmp0XKgWBo+JxPz/DH/5miIVRZVKkVVTvg4Jsy42u/u7pAd+gFKF1dUODoDUI94K11cITv0A+DmprU4U+5MTA6w2G9BQ9att0X4zluAp7xBzk10eAAm9Wlj1DpODpImfx11MTYKwF61cQgEgnEQ47sR0GnRAVRxqOLOScnCrAEd9AxwMRedazSCT/FYPd0+byWuc1dVR2sZ4J5ymVn2xRiOk9adMlivUwhDoiu6pGUqDIo3PaxQ6gnLWUMoT2xn3bW6AjHnDuG9U98BZWWY/corCAwMhLe3NxYtWoRt27axy8pkMixevBgymQxDhw6Fm5sba0Tzcfr0aZSVlSEuLg6Ojo547rnnMHz4cHa7MpkMf/31F0pKSuDl5YUePXoAUDsBXn75ZfTo0QNOTk5ISkrCqVOn2Lq/ALBgwQJ4e3ujTZs2mDNnjlZbg4KCMHPmTEilUkybNg23bt3CnTt34OTkhJiYGGzevBkAcPHiReTk5CDkqWf12l5bcg/Vir/h1W86KAdHOLZsB7fug5Fz+iDid5/H2VxhxwMAtGjRAnPmzIFMJkNMTAw6duyI9PR03LlzBwcOHMCaNWvg6uqKFi1aYO7cudi+fTu7rr+/P9588004ODjAyckJ33zzDT755BMEBARAKpXimWeegZOTEzZv3oyhQ4fiSHlrVNXSkLcNh2Or9qi8/ljP4+lB0fjq7VFwdXXFsmXLsGPHDnaUXYj09HR06NABU6ZMgYODAyZMmIBOnTph37597DIvvfQSnnjiCcjlcowbNw5ZWVkGt2suTBWhEiP2aFIFhL59IbtzGy7/+xyIi4PL/z6H7M5tQEcAkBnxFpujH+xDlJZNQejb2lAsj+6KySINcAkFfDC6m4VbZH9EhwdgTUyY6I42EasjEJoG9mkxEbTgMrwZVh66jB/n9UdO8jD2n5huFNdohFC4YNIo+/zw8p07zemJUaGQiYn/NABjaIopKeLkwP1odmjhalTOF9N5NhVFUaVFR7+5Op269Lx5ERn/m4bFP3+FKb+mgH7wAH5xccAjobKgoCCtUG8fHx+tvGMXFxeUlZUJ7qOgoACBgYFsmSRmuwqF+th37dqFAwcOICgoCP369cOpU6fY9YKCgth13Nzc4OPjw64HqGsRa25Ts62tWrXSaicAtq3Tpk3D1q1bQdM0vvvuO4wbNw4LhnXVO191ZYWQOLtB4uTCTnPwaIG60geoVNbh4AXDys8BAQGgNEZZmXbm5uZCqVTCz88Pnp6e8PT0xGuvvYa7d+9yHt/9+/dRVVWFkJAQvX3k5uYiNTUVpxKjkLcmBnlrYlCt+At15Y+fh0n/7qHVBqVSKSo8XPc6MOtrXgfdc23onjAn9S3/I/ShNtlJ5uYGzJihFlebMUNvxBswXvX65PVCJKSZ/r5pqthqKP7y6K4Gnc8UgNXj7E9M1VpEhwfgn0d9L6H0PYCUCSMQmgpEcK2Rw+VJNVVMBVB/SLg+sqxwV2oWDESz2x3MsTHCdFIOsSFDGDOKYU612PqUjGGwpNBZdHgAzuQW8gpwadYkZqAA3KquhnLI85DduY28vDz4+/vXqx3+/v7Iz8+HSqViDfC8vDw88cQTAIBevXphz549UCqV+PzzzzFu3Djk5+fD398fubm57HbKy8vx4MEDBAQ8Plf5+fkIDQ1ltym2rX369IGjoyOOHz+OrVu3YuvWrej76BrMSclil5O6eUNVVQZVdQVrgNeW3IPU3QeAOqqhpYF9KRQK0DTNGuB5eXmIiopCYGAgnJyccP/+fV4hNU2jvXnz5nB2dsb169fRvXt3reUCAwMxZcoU/BUygfP94+QgRX7+4xrgeXl5kMlkaN68uUFFet3rwKz//PPPCx+4lYgd0hFzU7JMUpBmVIyFhDEtNWJmyna3nM6zq/KEtgLft7WhKTaQDiWXkXBzMSSknRd8nmQSiojVEQhNBDLy3cjh8qTGDukoOJIbGeJt0r6iwwNwdcUwwfXtNTydyVHMSR6G60lDeUO/O7RwRU7yMKyJCTNpFMPcH2BzdMotHX6ens0/Mjv80nHOmsT/BZCjrEXh11/j/fffRwyHSJQx9O7dGy4uLvjwww+hVCpx9OhR7Nu3D+PHj0dNTQ22bNmC4uJiyGQyeHh4sAb6hAkTsGHDBmRlZaG6uhoLFy5E7969ERwczG575cqVePjwIfLz8/HJJ58Y1dapU6di9uzZkMlkrLiY7n3k4OELp4BOKPr1W9C1Nai5ewNl2T/CNXQAAMDLxXDaxN27d/Hpp59CqVQiNTUVf//9N4YOHQo/Pz8MHjwY8+fPR0lJCVQqFa5fv45jx45xbkcikeDll1/GvHnzUFBQgLq6Opw6dQrV1dWYPHky9u3bh4Hut+AsBejaGlTlZaO25D7kMikCveXYvHkz/vrrL1RUVGDx4sUYM2YMpFIpfH19IZFI8M8//3Dud+jQobhy5Qq2bt2K2tpapKSk4K+//sLw4cNFn2tLEh0eYJLhzTjtmPePOXQ3jMGU7dIwXLOaYD8YugeEhEYJahLSzmPz6Tzed4CnXIaVY7sTJwaB0ESwT0uIoIWzlN+Q5jLkosMDsHJsd85wssgQb1ElsYTYMjOC0ziVAHYbnq7Lj/P66x2jZki4kKAQn3NCApj9A2yuTrklc9GE8tGDHxbAVVmtN30igBeV1Wi3YAFCQkJ4FczF4ujoiH379uHgwYNo3rw53njjDWzatAmdOnUCoBY7Cw4OhoeHB9auXYstW7YAAAYOHIhly5Zh9OjR8PPzw/Xr17XyoQHgxRdfxFNPPYWwsDAMGzYMM2bMEN2uKVOm4MKFC5g8eTKAx2rYujQf8R/UFt/Fzf9Oxb3v34dn34mQB4dBLpPihSf9DO6nd+/euHr1Kpo3b45FixZh586d8PFRj5xv2rQJNTU1rLr8mDFjcOsWv8Pko48+QteuXdGrVy94e3tjwYIFUKlUCAwMxJ49e3B0x1dQfD4JBWtfQknGbrTycETSqK5o7uaEKVOmYPr06WjVqhWqqqrw6aefAlCHiS9atAiRkZHw9PTE6dOntfbp4+OD/fv3Y9WqVfDx8cGHH36I/fv3o3nz5qLPtaUxFHLKtbwxuhuWQExaCBdEOKrxYOo9QHiMUGnFnORhyFoymBjeBEITgqKNDJ9tCHr27EmfOXPG8IJNGC7hMKESJWmZCiTuvcgqbHu5yLBkRKhZPwDG1rVtCNIyFVohvAyWLu8yad0prdxvczg9uOCqqWsK5gyF1yX4UVklLmLOHcLin7/SMsCDAawH8Iyjs1owyghj1tpQFIWrV6+iPU/tZENUVlaiRYsWOHv2LC6WuRh9LcXcxxs3bsT69etx4lEOfUPRv39/TJ48Ga+88kqDtsNSpGUqDIaeu8gkWDGqm+A1s/Z7VXN/YnsLFIAbycM4t8MVOm+slgXBugjdu55yGbKWDLZ6m+wJoW9cjs5zQjAPFEX9SdN0z4ZuB4HABcn5biRcen+o6GXTMhWITT2npaT7sEKJ2J3nAJgvt9dWc9g00czntqaTwBKGNhe6x+fpIkNxhRLGBApaWnXXUy7jLbO2v9O/8O6R9Zzz+GoSNya++OIL9OrVCx06dMD05CNGO1Fs/flrShjSNxDr4LL2e1Vzf23j0kUZ4LoRN4acgFfvlmPQ6qPEALdRHmu6aPcbZBIKiVGhDdUsu2DQ6qMN3QQCgWBjEOO7CbLy0GXOEjZM3eeVhy7b5Ci1pTClM5uQdh7bMtR1saUUhQm9A21WZEjz+CKTj3CGefOJyEkpyuKqu4lRoZzRBwBQ7uSC6WMTsTE1ERStgquyGjSAWidnzprEjYng4GDQNI20tDQAxof+GxvmTLA8y6O78hrf9lBmaFKfNoIhtIB61HtAJ1+taWKEH+tTfpFgeRrKUW3PJKSdJ/c1gUDQgxjfTRBDnTxFUaVFFa7tHUY8haGOptnftmqAM/Bdez71dhVNW+UekAC8o/FnWofi6VmbMPzv4/gwzAW57durR7yNMLwbKgWiPmk9mrXCAf4qBV4uMlQpVVrGjTHRCtOnT8f06dNNbqe5OHr0aEM3wSoE8FxHeygztDy6K3b9eROVAiJbNIBdfyrQM8ibfcbswbFAMIwhR7VuOpVMAqwc23TLkG0x4KiyVwFaAoFQP8iT3wQR08mztMK1PbMlg/uDyjfdluC79lKKW7TPGgbBykOXDYbBVzjKoRg1XrAmMR9MyKviUc6qoqgSsannEP7eYbSNS0dk8hG7UGfmE9taMiLUJmsEE7ixtmiauUka1c2gAJfu98MeHAsE00nLVCA4Ll3L8AYApUpdFtEe3q+WwJDrtYooxRMITRJifDdBDJUaYzC1Fnhjh28w0w60C3k7/hN6BzaYQSBmVKw+gnSJey/qhbwqVTQeVihZYzx+93mb7yBGhwfwGtlC6voE20LoOtoDuu3nQ/O5JorZjRc+0VJNiCOfG+KUIhCaJiTsvAnCdPI01c75SMtU2E2n0Baw9fMllLfXM8i7QUKz+cKpzaGwnpapMHiPA49H6mz52gH2IWJIMIy9X0ddHQlDYfSa7x0+py7RKLAPdFN4KmpqDa7TFNMODDlzZRLKbqJdCASCeSHGdxNFs/MkVAbDHgwSa+Mik6CCJ1xs6b6LNn+++Dr+1jAI0jIVWLg7mz1/FAU8084bheU1Jucs8+1HqKPPRVPsIBII9SV2SEc9JXOu55d5v3Apn9tT2H1TRrdSitj3a1Mb4WXucSFWju1u830FAoFgGYjxTRCEGCT6rBjVjTfMjktJnKAmLVOBeTuyoCm0T9PAyeuF6NDCFRU1KrOMupta21yog2gPNeubIuS6NDzGqmAT1Wz7JXHvRc5KKYZoao4VIXV/CQWsHtd0RegIBAIxvglQK27yqdc2NY+1GKLDAwzmuDVG6mvoLN13EXz9tqt3y7EmxjwdEjFljXQRGnnTNeZJNQDbgFwX28HYqBl7D7tvqohJ4dGlQwvXJnethSICiOFNIBCI8U1AEs9ILslJ4sdTLuPsiHjKZQ3QGstTX0MnLVNhMCrAXCkOpkRr6ApeaToaJBw10CuVdZiTkoWVhy6TUbsGgsvJwpe7n5B2Htsy8lFH05BSFCb0DrT5soAEgj0hk6jVzTWpj1CmvTJp3SneeQGecvKtIBAIxPgmPDaelu67yBpInnIZEqNCyYeCh8SoUK3cN0DtrEiMCrV6W6wRehu/O1svOkLX0BFqhxi1W3OlOPAJuPEhpSg9w1vT0cBXAx0go60NCd/9ojtdt/ZwHU1j86P6u8QAJxAMw7zb+fBykSFz8WArtsg2SctU6JVb04QMZhAIBIAY34RHkDBA47CVvEWuEem5KVmYk5KFADO1KSHtPG9aAmPkGhoZF2NYmyvFgUsASogJvQO1fhsbtm4vSumNDT4nCw21AjfT0eXrDG/LyCfGN4FggIS086yzig9HqeHSpU2BBbuyBeeTbwSBQACI8U0gmIwtOCy4DEVmnNbUUVndEWwxo8iGQoANbcecase6jhFnAU2DDi1c9QwwU0bgzS1MSMKkDSPkZFEUVRrUZRCKaCAQzM3GjRuxfv16nDhxwuzbnj59Olq3bo3ly5ebZXtpmQq8+srLqHbygtezUwwuf6e0BoNWH8WP8/qbZf/2SnUt93eGQCAQNCHGN4Fgxxgy+owdleUawa5PO5jpXIYSBbWjwFwj9JroOkYS0s5jy+k8aJpbk/u04TRojQ1bZ9YxF7ojTSRMmhsxtaOFkFJktI5AYEjLVCBx70VWy6Sipg5SJ/HrX71bbqGWNR7SMhUN7rAnEAgNDzG+CSZDyvw0PGIMRUVRpeiPvilK4ULtYIzShg7TXx7dVbThamzYurlrFG/LyOedToxvbRgnS9u4dBg7jq2bbkAgNFV063cTLANJTyIQCAAgaegGEOyPhLTzaBefjjkpWVAUVYLG4xDntExFQzevSTGgky/EjN+JvTamhE+3jUtHRU0tZBLtlugapdHhATgZ9xxuJA/DybjnbLYTEh0egKRRXUWNjHq5yPSU0usLXzg0CZPmx9jIg8gQb+LIIFiE/Px8jBo1Cr6+vvDx8cHs2bM5l3v77bcRGBgIDw8PPPXUUzh+/Dg7b/r06UhISGB/Hz16FK1bt2Z/Z2ZmokePHnB3d0dMTAyqqqq0tr1//36EhYXB09MTzzzzDLKzuXORaZrG3LlzMbZvKK6vGoOCr2eh5l4OO19VVYa7qYnI+3gsbm2aB+XDW+y8wp++xM3/TVfP2/g2qvIvsPMSExMxbtw4TJ06Fe7u7ggNDcWZM2fY+cHBwfjoo4/QrVs3NGvWTO8Y1q1bh/bt28Pb2xtRUVEoKChg51EUhbVr16JDhw7w9PTErFmzQNvJu9Hc6UkEAsE+sZjxTVFUIEVRv1AU9RdFURcpinr70fREiqIUFEVlPfo31FJtIJgfJiSWy0HOhDgTrENapgK7/lSIGvETe21MCZ+mAbVKPqVWyaegDiU3t1FqTaLDA6AS6NDJZRKsiQlD5uLBZj9GPqOfhEnzY0zkgZeLrMmVPyJYh7q6OgwfPhxBQUHIycnBF+m/41htB7SNS8f76X/hQXkNu2yvXr2QlZWFwsJCTJw4EWPHjtUzormoqalBdHQ0pkyZgsLCQowdOxa7du1i52dmZuLll1/Gl19+iQcPHuC1115DVFQUqqur9bZ1+PBh7P3hZ/jN/BKBc3bA98U4SOQe7PyKv39Fs8gJCHx7Oxy8/FD06yZ2nqPfE/B76VMEvr0drl364d6eZK327927F+PHj0dRURGioqL0nBA7duzADz/8gBs3biA7OxsbN24EABw5cgTx8fHYsWMHbt26haCgIIwfP15r3f379+OPP/5AdnY2duzYgUOHDhk8b9Zgcp82gvPNmZ5EIBDsF0uOfNcCmE/TdBcAfQDMoiiqy6N5H9M0Hfbo3wELtoFgJtIyFYhMPmJQ9ZR4dq2HsSHiYq5N7JCOkMukJrVHWUfD1cnB5ke2xcLXUQrwlOPvZS9Y7Pj4wqFJmDQ/0eEB8JTLRC27ZIT1ywHaCsx7vG1cOiKTj5BIJXNRWgqsX4/fp01DwT//YOXixfjxShGWpF9FqWd71kGZe7+cPeeTJ0+Gj48PHBwcMH/+fFRXV+PyZcMO0tOnT0OpVGLOnDmQyWQYM2YMevXqxc7/6quv8Nprr6F3796QSqWYNm0anJyccPr0ab1tyWQyFNwrhPLBTQA0ZM0D4eDmzc53eSICTv4dQUmkcOvSHzV3b7Dz3EIHQCr3ACWRwuPpUUCtUqv9ffv2xdChQyGVSjFlyhScO3dOa99vvfUW/P394e3tjREjRiArKwsAsGXLFrz88svo0aMHnJyckJSUhFOnTiEnJ4ddNy4uDp6enmjTpg0GDBjArtvQLI/uisl92kDC4Sc1d3oSgUCwXyyW803T9C0Atx79XUpR1N8A7Ls33gTQzeMO9pHjt38KITaqi3h2rYexjg4x10Y3N7uZXIbymloo68TdAJZyvjSEvgBX7rc1OlBMODRROzeOxKhQUbn69u4UMhVD5QCt2Y5GpRVy4gSUQ56HsrYO+TVVCKQo0K0DcWjK+6j0bK+1qIp+nPf70Ucf4euvv0ZBQQEoikJJSQnu379vcHcFBQUICAgApREJExQUxP6dm5uLb7/9Fp999hk7raamRit0m+G5556DS9gwFP74BWpL7sHliQh4DZgBiZMLAEDi6gVAPaI78HlXTD61nl23OGM3yrIPo66sEKAo0NUVWu1v1aoV+7eLiwuqqqpQW1sLBwcHzvlM+woKCtCjRw92npubG3x8fKBQKBAcHMy5bllZmcHzZi0YfZFGd58TCASzYRXBNYqiggGEA8gAEAlgNkVRUwGcgXp0/CHHOq8CeBUA2rQRDuUhmAeuzpkxKsLEs2tdjFHlNuba6CqFM50IMfvydBE3+mgMXPflnEe1zD2cpMhe+rzZ9wk0rEicMQJxBDXMddFUbNalpbujNZtkE6RlKrB030V1aogO1q5Rn5apQOzOc6wzT1FUidid6hFRuzRMSkuhHPI8ZBXlkAEIBHCTpkFVlGPlhngcm7UJFY7aTs+CokocP34cH374IX7++WeEhoZCIpHAy8uLzV12dXVFRUUFu87t27fZv/38/KBQKEDTNGuA5+XlISQkBAAQGBiIRYsWYdGiRaIOodPAGCh6RqGuvAj39iSjJGMXPDXKizFVIY4ePQoAkEmA0twLKPl9F1qOfx+y5m1AURLkfxJjltxrf39/5Obmsr/Ly8vx4MEDBATY1/1hC6VICQSCbWJxwTWKotwA7AIwh6bpEgBfAAgBEAb1yPgqrvVomv6KpumeNE339PX1tXQzCTBd6RpQ58Dac46vvaAZNlpeXQuZ1HAecH3zrxmhtDUxYQZD0i2heyN0X5ZU1yE4Lt1i4bP2IhJHUBMdHoCsJYOxJiaMU4jwTmkNJq07ZfV2NRRpmQrMScniNLwZrJkqtHTfRb0oGmUdjaX7LlqtDWYlJQXK2sfvpqcB+AGIA1ChUuH5C7+g6uZfWqv4e8pRWloKBwcH+Pr6ora2Fu+99x5KSkrYZcLCwnDgwAEUFhbi9u3bWLNmDTsvIiICDg4O+PTTT6FUKrF79278/vvv7PyZM2di7dq1yMjIAE3TKC8vR3p6OkpLS/Wa/8cff+BF/3I4S2hQMmdQDo4Ape4WOjpIMLhLSz0n4MqxYaBrKkFJpJDKmwGqOhSd3AZVdSUmrc9A2NLDuHSrRG9fYpkwYQI2bNiArKwsVFdXY+HChejduzc76m1pSGoGgUCwNBYd+aYoSga14b2FpundAEDT9B2N+esA7LdkGwiGmbTuFE5eLzRpXRISaxp8o8kdWrjix3n9edfRHAEuqlRCJqHg5SLj7VwzI97mMBqZbcxJyeJdpphnxLE+iDEOTA2fJaGB+jSGcxIdHsB7n5r6rrNH4ndzq1xr4iyzXtETvveUkHPAprl6FS41j0XGpAD2AXgLQOfaalT/sh6S7kPg3FotdyOh1OksQ7q1wvPPP48nnngCrq6umDt3LgIDH2s6TJkyBT/99BOCg4MRHByMl156CatWqccpHB0dsXv3bsycORMJCQkYOnQoRo0axa7bs2dPrFu3DrNnz8bVq1chl8vRt29fPPvss3rNLykpweaPFiH32nXUUg5wCg5Hp8GTEBcVhrTb/mjdyl1vnejwANQteBlv3MiAYt2rkMic4d7rRUjdmwNQf5cO/3UHXd1Nc+oMHDgQy5Ytw+jRo/Hw4UM888wz2L59u0nbMha+KKu5KVm4kTzMKm0gEAiNH8pSJRoodTzUtwAKaZqeozHd71E+OCiKmgugN03T47m3oqZnz560ZpkKgunodqxdHCW4erfc6O3IZVIy0m0iuh94XfgM8MjkI5yh3wGecpyMe87gfHMhVFPZ3PsC+I+7vvvmug5N/b429pzYsqEeHJfOOy+niXSkhc6BJtY6H4auiS3fT5ysX4/yN96Eq1Jfpbxc5oSl/34NO7oPZqdFhnhjy8wI+ztOHoTezZb4FlgaoeNxoIBrSU3jvdEYoCjqT5qmezZ0OwgELizp8o4EMAXAczplxT6kKOo8RVHZAAYAmGvBNhA0YDrWmrW5TTG8XUiIeb0wFN7Pd034RoCZ6Ybmm4tJPOVUJDCu5JNYYod0FFXL3Njj5LoOTb1c3tJ9F0Wfk7RMBWJTz2m9T2JTz5EwTQIvfIr0nnIZ5/cpfvd5276fYmJA85QApCkJ9nf+l9a0k9cLERyXjjkpWfZ1nDwIvXPtsfKJUJtr7aOUOIFAsAMsZnzTNH2CpmmKpulummXFaJqeQtN010fTo5hRcILlMTan28tFhsgQb7a+sJSiMLlPG/xlwTJLTQFTOyV8auXMdEPzzQVXORW5TILVMWEWuS+iwwN4DX5NjD1OvuugO/KRkHYeIfEHEByXjpD4A0hIO2/UfuyFtEwFb/gv12hQ/O5sKFU6+bsqGol77TR/l2BxEqNCIdOpwySTUEiMCrU7Z1hapgKR//0D08cmosxRjnKZEwD1iHeZoxzTxybqia3xYcvHKYTQO9ceK5/YY5sJBIL9YRW1c0LDoRneZqzjtkqpwtiebbBlZoRF2tZUMUalXBOu0lcAUFRRox6FtGJpLD41bkuFUy6P7oqeQd68ebx8x6kenc2CUqU93VMug4MEetMZEtLOY3l0VySkndeqbV9H0+zvxqZzYKjzP2ndKfZdkJB2HpU8J49PadzaTO7TRuvaaU5vKlCAwfe+mKgScyFUQWAuz7NtiyOomukZitaheHrWJgz/+ziCiwqQ4+mP/Z3/JdrwZrDF4zRE7JCOWur1DDIJZZeVT2KHdBTUNCEQCARzYD2lFYLV0Q3jMxZ79cbbOrFDOgqqhndo4ao3jTFquSIXymvqMCclC0v3XcTopwIQ4CkHBXEq56You/KtY+mw0ejwAOQkD0NO8jCsiQkzeJyM0jOXjVhUqeQ1vAGwRtu2jHzO+XzT7RlDnX9GqCwtU4EtHEatrcFEaOhG7jQ2p4kQYiJGxCxjTqLDAzCgk7qCCSNoFbr4BzTjCUm3xdFI3XdxhaMcO7oPxof9pmNH98FGG96AbR6nIaLDA7ByTHd4aZSY9JTLsHJsd7uMjosOD+B1RjlY00tFIBAaNRYTXDMnRHDNeNIyFZi/4xzqDFxfuUyKmto61PEsRgFE5dMCGKN2bkigTRNjBMOYnF3d0GFDiuvzdmRBZxW0dHeEg1RqFcE3sYgVauMjJ3lYkxLtEnO+cpKHGVzOy0WGzMWDeecTrItQNQsnBwkuL3/BKu3ge+dpIpNQWu8jWxVAFBKdNAVbPc6mSvv4dK0cbyK2Zn8QwTWCLUPCzhshjLFmyPAOeBTyxxfuB9inN94eiA4PEN3RMiZXn4lWELPtxL0X9QxvQC34phliDBjuON8preHdT0OFU5pjv1KK4nyOpDwiS/aM2JBLQ+d1yYhQM7WIYA62zIzQS58AAJmUwgeju1mlDWIdiDIphRYezjavAm5q6hAfo58S/z0gWB5iaBMIBEtCws4bIWKMNQrAybjnEB0ewGtgU7CMejXBOIw1Ig0tzwiICeXmao6UaYaTm0JDOXDMsd8JvQONmm7PRIcHIDLEm3e+TKK+FyQCjofJfdoQI8IGWR7dVS9VY+UY64UGi3UgVgjlgtgIaZkKlFfXmnWb+88R3VkCgUBoKpCR70aIGGONxuOaqxQFSChohRJTUOcCko50w2PsKIuQ0ck1AmYIY0be5TKpVQTfxDCgk6/Rx8rAmJdMfvC2jHytEfDNp/OwNSMPE3s3rhziLTMjeMOUY55uwxtRw7wvGtO5aGwYE21jboxxIDLvOkYzAoDNfIf4UnXqi62IFDYG0jIVSNx7kT2nXi4yLBkRavQ9lJB2nn3vSykKE3oHYnl010ZTo51AIDQcxPhuhBhrrNG02hh3kUlQqVSRD4qNwadyLrQ8H6YIhRnTcU4a1dVmOia/XLonOL9DC1dcu1vOmbupKULFKK3PS8mC5ricikajVD7fMjNCK82ACb3fkpEHrkwWKUVh1bjuANR543yVFQIa2XuFdMLFY2qYtjFpNNaAL1WHYBtwOUceVijZ1Dqx9xFflYsfL97WSrFiBAON2TaBQCAQ47sREjuko0ne+epamoir2SDMR12MgJ6LTCLYCTC0PoOm4roxHeeGHF3TRchpsEajJrnmCAfDL5fuIS1ToVUaiS8gdltGfqMyvgH1dTyTW4jNp/PY88J366gezTDkILLFkUxT0c1hbkzHZgmMdSBqoiiqRPh7h9ka9J5yGRKjjB/JNAeWGqGmKLWIG3Hi1I+Vhy5z9ntoAO+knhN9Xvmc1HzaJrGpWeSaEQgE0ZCc70ZIdHgAZFLjBaHEGmYE6xMdHoBV47pDJuG/rhSAFaOEBZTECoVV1Dw2NQ2VRmMIsDFxPr7w+wBPuVZHaXl0V6wa1x2ap1ZRVIl5O7LYMmlChnxjfG7SMhWiQ/ZpqB1DYgyrxlK+kCsVo7EcmyWIDg9A0qiuJr8jGMMbUBvAc1KyzFbC0BZgos/MXZ6xqSH0nq5V0UhIOy9qO8a+05UqYNDqowiOS2f/hcSnk+tIIBA4IcZ3IyQtU2GScE1jVHDmwpTa1rZAdHgAVo7tDk+eerh8dXI1ESsUpiiqZM+LZseZgjqHTtcJ0JC53XxwOQ342rlgV7Ze+TQVrZ4OND3Vf2ONSGM6qw2lfm9O+CJBzKmA3diIDg/AybjnkJM8DDKRPQ+hL1L87myztMsYNOtZWwrixDEdQ+/pzafzRH3vTekLXb1brvW7jkajcxIRCATzQIzvRshCEzsljVHBWRdN5W57GGnQdRQAQNaSwchJHoY1MWFaxmVRpdLgsSyP7orJfdqI6lxobovpON9IHobMxYOxcmx3LeVkW6xRq+s0EGpndS23s4qZbsix0JDOHEs4kyxpINu7I2PSulOC8zu/e9BuHHsN5YjkedwAQOt5FXLpVCpVVj+/S0aEckaVSSlAKhCVZCyNwUHVEIhxAIvpH5mzL0QcKQQCQReKtoOQyZ49e9Jnzpxp6GbYNIbqMBsiMsRbq64zF3zqn/aAofPDiEHZkoASV21cuUzKGpCRyUc4jyfAU46Tcc+J2r4hbQCx27Jn0jIVgvWtcx7pIDDVAcQgl0mQNKqbxe8fLmVyCYDVGjntxlDf94ghNO/fhsZUwTTj7gPLHq/mMVCAli6BofuA696x1vUR++7iW46hIe4nvmoAkSHe+OtWqVaIvBBSioK7swNnHnlTeO9aikGrj+qNQuuSI0Lbhu86m0JjE5u0ByiK+pOm6Z4N3Q4CgQsy8t0IMLYO8+Q+bbRGF9bEhIkyvDXFlxj1z+C4dIS/d9imR3jEnB9FUSViU8/Z1Ig4X17pnJQsBMel8x6P2FETQ2HsxmzLGGwt7N8SIxOVSpXFQw75OocqaIfkij3f9a3nDqgNCr7xP1uKkEhIO4+5KVmin3fmHBpjeAOWDSHWjeLRHUxWgT/sNSHtPOe9Y62QZ7EpIYZGMnXba413y+l/HvJOz1ysjkrKSR6GyBBv3m3IZVKsGtcdiVGholNjCOL4cV5/LcFQU9kyM0LwGjKIWcYW+hMEAsF2IGrnjQBj6jADaiVnY73qQiWqHlaoBXDO5Bba5Ei42POjOwIspsxNTk4O2rZtC6VSCQcHB9y5cwdjx45FZmYmXn31Vaxatcrkdptq+BoT1suok/ONMJk7RFh3tJ1xejBtaQgMnWdG9dxTLjNa7Th+d7ZFjistUyE4KlP5SPPBGFVuY98jXNhDNExapgJbTufphTTzPe9cESjGYKkQYrHXi0uJWUhMzxohz5pVBIQiD6LDA5B6Jk/wXmfaay0Fej59A2a6ZjSCi0yCylqVVqUArlFQW4q4agz8OK8/2salc6YtGJPOfeof/vuOAtjqMGJG2xnH+ZyULFGRhgQCofFCjO9GgLGdJVM6V2IElWy15nF9OpPGrvvVV1+hefPmKCkpAVVPATtTauNSEJf3pgtXKSBLjMBw1clVqmgk7r3YYB1OQ+eZMcgSo0KNLuFXaYLwoRjEjk4KqXLrnm9zGF2GaqvbAisPXebNJeY6B/V1Slgqx13s9TL2FrRWTr7YsoRbZkbo1V3WhGmvMfd6fWDq3nNN13UAVChVBkPjbak8Y2NiUp82nPfMpN5tRG9D6FWv+Zz8OK+/KAOc4eT1Qkxad4oY4ARCE4UY340AY400MZ0r3XxIChAUv2HYcjoPPYO8baozYYoRq7muMeTm5qJLly71NrwBtUE8NyVL1HlnoKE9ylNbWwsHB8OPudiRqPrCN3LMNV1M/rE5cukM1SBmjByuczSgky/nKKomlqjfa8jwYrSf+Jbjml6f50RsuxqatEyF4DFyPe/1OSaZlLJYCLE5rhcXthjyvDy6K3oGees9pzIJhYfl1YLpAOa+Jyf0DuQ06ib0DrSaA4BgGGYQQFenpmeQNyKTj9T7O6f7nPw4rz/7tyGtAgBmyycnEAj2B8n5bgQM6OQrWJJFEwmlDsdjalFyKfdOWncKc3TyISUilVxp2J66p9g61QBQfHonbv53KvI+Hotb617DEM97UKlUSE5ORkhICHx8fDBu3DgUFmp/OJ/94Be4dR2IbzZsxAcffAg3Nzf89NNPetvfsGEDOnfuDHd3d7Rr1w5ffvklO69fv37YtWsXAODkyZMY2aM1yq//AQCozMlCwYY3AQDKh7dwe9tC5H8yAfmfTsS9fSuhqipjt9PCPxAffPABunXrBldXV9TW1uL06dN45pln4Onpie7du+Po0aPs8v3798e7776LlbPHIfv9F9Hh7CfY88pjsTChdTdu3Ih27drB3d0dbdu2xZYtWwAA165dQ79+/dCsWTM0b94cMTExos4/g9j8Y3Pk0jGq6HwK8JoGmabq+8m457A8uism9REeSbGEhoAhp9DER6M7fMtxTed6TmRSSrC2vLHtagg6LTrAvu+EhPX4okbqdUwW1DM15r1mDLZqJOpWL/CUy6BU0QbLapr7ntStGCGlKEzu0wbLo7sa5ewiWJ7l0V1xPWko1sSEoVUzZ2w+nafXt2E0VMKWGqddI/SciH02xdYdJxAIjQtifNs5aZkK7PpTIaqP5yCh9MKoTl4vxKDVR9nffEI8dUaE2tpaR0Oz0yaE8sFNlJ7dj1ZTP0abuan4bNNOTBrUE5999hnS0tJw7NgxFBQUwMvLC7NmzQIAHL54GwCgKK5E82Fz4dKlP5r1Ho3Nxy9j4MCBevto0aIF9u/fj5KSEmzYsAFz587F2bNnAaiNb8awPXbsGNq1awfZ3UsAgOr8C3AOfPLRVmg06zMWrWdtgv8rX6Cu5D6KTmxl9/GwvAZrv9mE9PR0FBUV4c6dOxg2bBgSEhJQWFiIjz76CKNHj8a9e49DhLdu3YoNGzbg7t27qKmpwUcffaQ+LoWCd93y8nK89dZbOHjwIEpLS/Hbb78hLCwMAPDuu+9i8ODBePjwIW7evIk331Q7Dvjq5OpONybU1xwiUdHhAVg1rrtJ4kfLo7uKEt0xp5iVUOeOMQT4lpNJKBRV1LAGKdPp5CrNtnJMd4OifAy2KBTVadEBVNUZfndRUIepcnWoB3TyNXn/ShVtMWek2Pca173Z0t2Rc1m+6baCpvNLWWc4np5C/a4fH4xRl5M8DNeThrLPmzHOLoJ1YHRGDDlyiyqVmKcjUCj2e6WLIYcug9i64wQCoXFBjG87h89I8ZTL9BTNa3kM6Kt3y9kPgJCwGgXAw8mwN9eWOhqM+u1cgREvFokEdJ0Sygf5oOtq0cI/ECEhIVi7di3ef/99tG7dGk5OTkhMTMTOnTtRW1uLL3/9R28zQh3uYcOGISQkBBRFoV+/fhg8eDCOHz8OQG18Hzt2DADw66+/Ij4+Hm6FVyCXSVGVfwHOgeoOnszLH/K24aAcZJC6NINHr2hU5V9g90EDkHYdisDAQMjlcmzevBlDhw7F0KFDIZFIMGjQIPTs2RMHDhxg13nppZfwxBNPQC6XY9y4ccjKUp8vQ+tKJBJcuHABlZWV8PPzQ2hoqLqNMhlyc3NRUFAAZ2dn9O3bFwB3nVyZlMKSEaFa06yhY6CLMXXBddkyM0JU/XRzOaa42romJgw5ycO0NBe4RgtVAMprHr8ziiqVmLcjizXANUf2mXzUrCWDsSYmTGt/ulUTbEXJXBMxhjcAfBwTxqlVwTg364MlnZHM9cpJHsZpOPMJO7Vv4aY3zcNJioxFgyzSTkugeQ/zQQPY9afCagaOWBV3gvXg0hnhQ/VoeQax3ysuGIeuIZbuu2hwGQKB0LggOd92Dl/HrrhSiawlg7WmCYVcMjlpQsJq/o9qjyaknefNc61vR4Or9i7TPmNztLjUb3Vxra7A8EvHEfywADle/tjy7DTcP7EV9+/n4pXDvfD0wS3Izc3FyJEjIZE89lVJpVLcuXMHd0qqOPetKKrE66+/js2bNwMAFi5ciIULF+LgwYNYunQprly5ApVKhYqKCnTtqu70R0RE4MqVK7hz5w6ysrKwd+9eLFmyBEkDAvBS8hU4B4ZCLpOgovgB7v/4FapvXoSqphKgaUictTvTZdJm7N+5ublITU3Fvn372GlKpRIDBgxgf7dq1Yr928XFBWVlZQbXdXV1RUpKCj766CPMmDEDkZGRWLVqFTp16oQPP/wQ7777Lp5++ml4eXlh/vz5ePnll0XnlltCx0AM9RE/Wh7dlTXgrKEeL7atmstFJh/hzK9X0epOoND2GqswVICnnPe4zKEAby1npFjDma9EXWl1HeuAaUxYM+faWtoZBPEYW6FCc/n6Xk9mOaG+l9i68AQCofFAjG87h89IMbbDxxjxfEquwON8SE0jg8tYNrWjwWUs6360jCkfY6jj3PPmRWxMTQRFq+CqrEa5zAnvUhJMH5uI333bovDQ51iwYAECAwPxzTffIDIyUq+9QqxduxZr165lf1dXV2P06NHYtGkTXnzxRchkMkRHR4N+dL5dXFzw1FNP4ZNPPsGTTz4JR0dHPPPMM7j00zZ07tgBFz6dCACYMWMGKsICcGLwG5DK3VFx5RQKf1yrtW9Xp8ePdmBgIKZMmYJ169YJtpcLQ+sOGTIEQ4YMQWVlJRISEjBz5kwcP34crVq1Ytc5ceIEBg4ciGeffRbt27cXZcQZEkHTxBZHlqylHm8MCWnCOfRNsRNo6JoIjVoHiHAQySSWE1wzBaESdTTAlkICtNMXbAnmm2MM1kyFaqxOKntBs0/STES6jCHqez3FGOAEAqFpQcLO7RxjwtyE8lIZY31C70DO+ZEh3ArmXGGqpiJ2lEls7qxQh8u1ugIbUxPhVlMJV2U1AOCmshq/11Tiyx1L4KqqhauLCyQSCV5//XUsWrQIubm5AIB79+5hz549RncAa2pqUF1dDV9fXzg4OODgwYM4fPiw1jL9+vXD559/jn79+gFQi6Fp/gaA0tJSuLm5wd3dHbWl91Hy+269fWlGP0+ePBn79u3DoUOHUFdXh6qqKhw9ehQ3b9402Gahde/cuYM9e/agvLwcTk5OcHNzY6MDUlNT2e17eXmBoiityAFDMOHShnLrbDXcmSssfPRTAVh56DLaxqUjMvmIVXP9Jq07JVjbubHiLOVPA5DLJAbvHT4nZsCjKKCc5GFsOD4n9S96YDYYIU2xbD6dp6UHYguIFWLUxZZSoQiWQ/P+oGH8qDdgOJ/bFKLDAyCXcX//xOhpEAiExgUxvu0cY/JUt8yMQIcWrnrTNY11PiVXa9SjNGZ0QsyyQh2u4ZeOg6K1BXuqAcQBCFZWIeeLlxAoVyIpKQlvv/02oqKiMHjwYLi7u6NPnz7IyMgwugPo7u6OTz/9FOPGjYOXlxe2bt2KqKgorWX69euH0tJSPPvss5y/AWDJkiU4e/Ysbqweh7s7l8LlCf1rU1b92IkRGBiIPXv2YMWKFfD19UVgYCBWrlwJlcqwYJHQuiqVCqtXr4a/vz+8vb1x7NgxfPHFFwCAP/74A71794abmxuioqLwySefoF27dkadr+jwALg4cgfneMplyDGDw8eSaDqmYod0xObTeXoqu5YwwBmdg+C4dITEq5W+xZS1aYydwEvvD+U0wCNDvOHt6oS5KVmCjhAxzk3mOnMZ4Mo6ywmuGQOfkKYhrt4ttylFZlPSAPhU7O0J5pluCMedPVHfNBGx+dymkDSqm17lCJmEQmKUuP2Re4BAaDxQtECOr63Qs2dP+syZMw3djEaDOUPFzYmY2phcUBQwqbd+iKRuGDug7jiPfioAQR++h5mndvJu88r0WXhiw+eC+w2JPyCYI5+TPEzkEZhGQtp53tFMLxcZMhcP5pxnT7SNS+fUFqAA3LDw+TUnHRamg6sikkwCXF1hvuPguufFIJNQWDm2u028ByxNWqaCcwR4TUwY5/GLfV/y3auA5d8FhmgXn65X6UIsUorC9aSh5m0QB2LOs9A5FqKhz399EHqmKajTBQJs6DvekBh7f6yJCbNqX8jUvhfft57vnUUAKIr6k6bpng3dDgKBC5LzbQeY21i21Zw0Y/J8NaFpdYik5seJKR2UNKor97m7PwQVf+6HS42+YFqFozOe6BtucL9ChvdkA7WfzYGQMr0d+NREYS5Ng4aGrxSxgRLFRmPqyE9TMbwB/tzL2NQs3tQaMeeG716lgAYXMjPV8AaE33Pmgk/v4z87z+HDMY/vTWOFGAEYLMVm6wg908yVMUYLxdZISDuPbRn5qKNpSCkKE3oHmqw1YMz90aGFq9X7QqbsLy1Twetkn5fC/c4iEAi2DTG+bRxdZXFFUSXmPhLFkVCPO1WechkSo0Lt+kVsTmESGmA/WCfjntNfICYGsrfnADX6s2QOUiAmxuA++ASX5DKJVYSKhDrFxSbkutkitihcZm4ik4+YzbFmirDUZJ761o0RoRDq+jpCYod0xNyULL2RNxqwmtq2JTBUPs8c8BmYNXU05u3IAqD+PvC9D5JGqd+3jfFdIfaZtqaqu7nQHdGto2n2tynfULEO/JbujvhxXn+jt98QaJY+08XMvlsCgWAlSM63jaGZ1xO29DA2c5T0Yn5rjmYUVSoRm3rO7vOAosMDsCYmzGzb4x0ddneH7NAPULq4osLRGYB6xFvp4grZoR8AN/06uLrw5YMmjepW73aLQahTbG8jw3zUp/a2vaCZBx6/+zwS0s6bnNtn7HW3VUVrS7Elw3Kic9HhAbwhr9ZU2+aCT+wJUI/Mc2mBMPCJcJoTofOjosHmzQu9Dxrru8KYZ7qh7zNj4fs+C0V1CcF1D0zu00br95qYMLuqZ2+KaByBQLBtyMi3DaHrBTb2patU0Xbn+eaCaX/87mxU1nM4SjBksm9fyO7chiwlBbh2DS7t26tHvEUY3prtbKj8+Qm9AznD0SRQOwbSMhVY9P15lNeoRwGYUHx7M7ZsNU3CGCJDvEUJXlUq67SuqbHhpLFDOiI29RyUIuOM7e1eqA9pmQqD6Rj1jULgi4ZpaGdY0qhuvBFFNICKGhVykoeZNQTYGJrJZYLfO02jUuh90BjeFboYk47V0PeZsfB9n+uT6tCY7gF7H0whEAjcEOPbRhDK6zEGe/N886H5AdWt21lcqRQtqmIwZNLNDZgxwyzttDZMp3hrRh4bBaEun6QeeZ+feg51GkaYZii+KR1qWxXqayiY86EoqoSUolBH03rCR5rnTCYxLbTZ6HBSkVHCjVHdXAgxquOM4czkHM/bkYWJHGKOfFg7TULsM2kopYf5biyP7togDhllnfCDYW9GpTkRm45ljyH2zHuTa3pTh08YkkAg2D/E+LYRzFWOpjF2UnQN3LRMBRbuzkaFCEvGGiGTDQlfZzky+YiW4a3Jtox8ozvYfIJITOcgMsTbKuXobAXd88F0IDVHqgHtHFSl6rE6sbGIFRFaeegylHXi9jC8u58JLbFfTHFMqh6JOd64Vybq/rZmNIxu55x5Js/kFnI+39HhAayzSJeG/G4kpD2OzuHD3oxKcxMdHiBoiNmr5gtf9FZj/26LQUyf0BrCrgQCwfwQ49tGMMeItUxCNYlOCtdos27Ivr2GWJsLofvJlJA+QyraJ68XYtK6U03GABc6H8xINfO3JqYGU4odCTLmPfL9WUWTej5MUcpmOHm9ULRiubWiYWJTszinbz6dh55B3pxtsDUBQzERXy3dHe3OqLQEfCkN9lxWknn/NESqg61j6F3e1PQ6CITGBDG+bQRTOoaNTe28PjRUuKStInQ/mRLSJ8ao08xpbuwh6obOh7nTP8Q6TIx5jxgabWxsxA7piNid5/QiA2QSCm7ODnhYIayxYWt6GkKBP3xtbWidCl0Mje61dHe0K3EsS8LnOFkyIrQBW1V/yLf7MZrfTQlPSD4DOWcEgv1CjG8bwVihpA4tXO2mVAbB+sQO6aiX881gSkifMUYdV4i6vdag5cPQ+WDCeE0dadVFbK1oY8SZmhrMuVu67yJraDNOSwCcZcI0sSc9DaH7zpYEqQydU2J4P8bWHCf2hK5uDEUBRRVKs51DTf0PTVwdpXh/pFpx35BDOi1ToeUcFDK8O7RwNWuJSgKBYF0ouh6qktaiZ8+e9JkzZxq6GRZHN3SaDykFXE8aZoUWEewZsWrnYkapdQ1qPnKShyEy+Qhn5z/AU85dc90OETofmnWHjXGoGULs+dO9nnyGGAXgRrLl3iPWVs6etO6UVvSFsToEwXHpgvOlFIVV47rbTCfXUHtzLHhtzQXfu4JBV8CQQDAWMd+u+miWGNo+BeCZEG/8dr1Qy7nHfCeYezv8vcMGo28AteF982GV3v68XGRYMqLpRj/qQlHUnzRN92zodhAIXJCRbxvil0v3DC6j2bEnEIQQGuHS9NRrioDxjVIzfyfuvchbEigyxBsA/2iWoqhSdN6sraM5CiWkdq45ylpfxI686l53PqfeJAuK9ejus46m66W0bwhdwxswXoeAL6eWoY6mbSqCo0MLV1y9W97QzagXfKkADLrCjgAxyAnGYUivBKifZomh7dMAZ5lJ3SoWQt8JTUdaZPIRzv09rFBiTkoWUs/kNRntFQLBXiHGt42QlqkQ7PhRAAkvagJYYrSQqySWpsGt2+3lK23FGHVpmQrEpmZp5ZxqjhwIjbbOe9SJbgz3sJjw3SIzGd6A6YrUDSFqxBfBs/l0nkX2y1dDXUxtdQYxIftGl32zIBU1JtStszFMcVI1xjQWgvEkpJ3Hlow8MMGbLjIJVozqpndPiHVaGhJV5IsQq086iinrGlrn5PVCDFp9lKQlEgg2DDG+bQAm10cIS4aHEmyD+o4W6nYOBnTyRXr2La1OLZNHZigQWugDb8joFDJiVADid2cb7DQHBwdj/fr1GDhwoIGW2jb1UdjWpL6K1I1Z1CgtU2GW7ejm1PI9I4qiSoTEH2hwdWahZ1QmsWJD6onYOtaa2JIThGB9uKJ5KpQqzNuRBUDbKdNMLuON1tKF754S0jGpzzte06HqydNOT7lM67eY47l6txwJaecb7TufQLB37OgT3XgxpjYvofGyJYN7tJBvuiZM50DxyGhQFFVi8+k8k0OeJRRlslETHR4gmBpRqSPTPH36dCQkJJi0Lz7SMhWITD6CtnHpiEw+YjYDzVhih3SETGK8urwmUorSyg0kPIa5781FdHgATsY9hxvJwxAgEGnAOLEYB1lCmvnaIBahSIiVY8Os1xAzIKamsS72JIBHMC/bMvI5p6to/XvJmOIezD2l+/1Yuu+injOZcQDFDukIuUxq3AFAHc2o6VBNjArV+1bIJBQrCMmuJ/J4+M4RgUBoeIjxbQOQTgQBAPi0D8VoIorJazMGJr+1PgZ4Q8HliKjPsZhCQtp5BMelY05KVr0E12QS2xL5sjUM3fdODqZ/4ozpVIsRyjQ3XO2joK7/a2/3iykjh6amYRDsHyElcN3+lDEO6GZyGcLfO4w5KVla3w++bRQUVRp0NvMxSec5jQ4PwMqx3RHgKQcFtbbByrH6736xqUx1NN3gzmcCgcANMb5tANKJIBjC0MfTVAdObekD3Pt+BfI/nYiba2eg5MxeAEDRiS3IS12OmS9Pg7u7O7p27YorV64gKSkJLVq0QGBgIA4fPsxup3///oiPj8fTTz8NDw8PvPjii6CrStn599KSkP/5ZOR9PA63tyzAxYsXkZapQMioefj2u81YkfwB5C6uGDFiBLtOVlYWunXrhmbNmiEmJgZVVVUAgCeffBL79u1jl1MqlWjevDkyMzMBcBtkzCiFNRBbtYBBLpPyGokSCWV3hhTwWHxP7HRTEbrvJRTwwehuJm+b6VQznWEvF5nBdayJbvsCPOX4OCbM7kJN0zIVMDY2pL5pGAT7Riow/KvZnzLm3pJJKJTX1BplrDP7ig4PQE7yMHg46TvrdN/sjIOM6znVjLw5Gfcc57vfmP4i4zyYm5KF4Lh0hL93GGFLDxOjnEBoYIjxbQPEDukImbR+oakE+8dFIFFz3o4swQ+lKQ4cmlbh3q73IGvRFq1nfYuW499H6Zk9qPznTwBAxbXfIe3wLB4+fIjw8HAMGTIEKpUKCoUCixcvxmuvvaa1vU2bNuGbb77BrVu34ODgAI/Mzew8ebunEDDzKwS+uQXdwsIwfNQ4xO8+j7on/g3XLv3h/vRoBM/fhRnvrWXX2bFjB3744QfcuHED2dnZ2LhxIwBg6tSp2Lz58bYPHDgAPz8/7Mp1QNu4dN5RNGtFmGwxwvAO8JQjaVRXVNdyi2fxTbd1tsyM0DO061POhw+++15KUVg9LqzejgvNzrCLo+1JpIjprNs6Kw9dNqhBoQtJw2gYbCWdZ0LvQM7pEko7lNuYe0upoo1K/+NyAGUvfR45ycO0/q2OCTOrg8yUMHfmqB5WKFFUqWywiDACgaDG9noTTRCmEzFvRxa4IlSFcg8JtgdX2SMx5XFWjOrGKzqkotWKwHzri1FqZnCtrsDwS8dB51/A2uI7COj5IsqlMsg8W8Gt+xCU/30cDs184dw6FCE9+sLBwQFjx47F7t27ERcXB6lUiituXZGTk4M2c1IgcXbD7X8eIKTbc3jyyScBAMuWLUNYWBjeeWs5Us4UwK3bYFac6p2Ez+Hl5YXAshJInFzZdlUq67TE2N566y34+/sDAEaMGIGsLPW5mTx5MpYtW4aSkhJ4eHjgu+++Q4seAw2ONlsjwiQtUyGqs6db49UYsSl7wRrlbrjue91zawgxde4BYecNcZ2ajrFOMU+5jBjeDYCQ6Ji1rwdjvBpSOzenw9VTLoOrk4PB94QuYqpiGIOuMKS/pxzBPnKc/uehYDg+F0S4kEBoGIjxbSMwLz+ujiQJr7MfuAxvQN1RiU1VK9rzfeiiwwMEjTChcDixRlzPmxexMTURFK1CurIaFQAUa8ahQuaMOokUNK2CU+sucGjmC0d3L/bek8vlaN68OaRSKRLSzmNH5l0AgKqmChJnNwDA7To3tlZqUFAQlEol3u7rh2XRXbFo0SKk7kjFp/+9h88l6hH+ugpt4xtQi7Ex4lWtWrVip7u4uKCgoAAA4O/vj8jISOzatQsjR47EwYMH4T39fzA0FmCN50hMaLuxdYobS210QH0smmWlPOUyJEaFmnx8XB1RY8+tWINCSNXYkjXTGzvGqkUbI6BFMB1dp1R5dS1vOk9DvJ/EVHAwZ7WJ+rynzI2QQR+ZfMSoYyaaQwSC9SFh5zYEVw4fCa+zL4TqCitVNBL3XhRcXyiXzRDR4QGCURKu1RXYmJoIt5pKuCqrEQigLYAiAMVSCdJ+PouIpfvRauxSuDvLEBboyXnv8amo1pbcZ48/Ly8PMpkMzZs3x9atW7Fnzx789NNPKC4uxiv/TX+0BuOl1z5mMSqt06ZNw+bNm5GamoqIiAhI3ZsbXMcaz5GhjkxLd0fO8GC5QMpBbOq5RhEayJRU1HQiFVUq63189Qm95tMHWLpP/znlC/eMDPG2uzxrW8LYMFqxglME0+ESreQrb2XLxpvQvSU21c9TLrOrfpixzxPRHCIQrA8xvm2MxpDDR+DHUH1Ovlw2QL/eJxdCH97hl46Doh/nED8NwB3ABwAq6uow9K9j+HJ4C+wY3QIz+rZFoLcL53b4QtvKL/6Cmvt5qKiowOLFizFmzBhIpVJsOXEJ/xRWo9+nZxA8fze+XLVCaz2pqydqi24b3L4m0dHROHv2LD755BNMnTrV4PLWQqgj4+EkRcaiQZzzkkZ1430Zi3Ha2AN8JRWVKtpqYni68BkODyuUeg4BLufompgwq4TXN2Z0z6unXCYobkeMBctjTPWMehQUsDia9xbw2Lkd4CnHyjHdDa6/JiYMWUsG21U/zFj1dRJZSSBYHxJ2TiDYEMuju+LGvTK9EXSuep9cMJ2E+TvO6RmxwQ8L4KqsZn9LAewHMB9AqLIa1W++iY5hYVi+fLngPqQUhVqO6a5PDsCDAx+j1Y4F6NevH7744gskpJ3HX67hkHr8jJv/mwaJsxs8/zUZZZkH2PXcug3CvT3JyFsTA+c2XeE3+l0Y6vbJ5XKMHj0a27Ztw6hRo7D4r2MG1rAOXDnIFNRhyUKjo4bSBgw5bewBoREyRVFlg4TXC4WlzknJYuv4Mu3SDPdMy1Qgce9F9pp5uciwZITthKbaE1xhtLopAQBJw7IWxoxmKw1oQmqGr3u6yEDTQHGl0ugUEVMRCtGOTc3ibb89luxjiA4PwJncQoM6KEQ/gUBoGIjxTSCYESkFCAmmiilXtGVmhGgRKC6Y5eamZGmJf+V4+aNc5qRlgPsD2AagwtEZLv/9HJgxAwAwcOBArW0OHDgQOTk5ANSj85tP5yFowX6tZRw8/dBmwHRcXTGMnbYt43dIHOVoMfpdrWXdnvw3+7fMOwD+L33G/p7QOxDLk3K0lk9MTNQ7zjZt2mDkyJFwc3ODp1xmEwZqfXKQDeX823vudzMD16ghxJtih3QUPOdMmZ4zuYVazpO0TAViU89p1XB/WKHEvB1ZSNx70arGRWOlvvn8BNMxV660rgNFM+XEmoJtfN/TlWPDOJ//xpBKwufIZ2Dy2AkEgvUhxjeh0VAfg9VcuDvzGxgyKYUlI8R97OqrkMp4vreczmMN8P2d/oV3j6znbpuDFIiJEbVtoY/6yrFhWr+NVV9ltm+IwsJCfP311/juu+8AAIlRoTajGF6fa+flIuMV1rN3VdpiA86RhhBvig4PQOLei4JOARrq8nE9g7wRHR6AtEwFZ2QJoK5KwGyrIdWgGwvmVoomiMOY6hlCGApft8YzL0ZU0Rz9Bl2xVUuUVjQWTUe+oqgSUopCHU0bLfpJIBDMCzG+CY0CWymDImRgrBzT3aptWR7dFT2DvB+H/LX0wdkvtiDizSlQ1tbBpaYKFY7OkDlIITv0A+DmJnrbuqPzTg5SjO8VqHd8zMdeLJNFqEavW7cOc+bMwZQpU/Dss88CMBy2bS/l+paM4HcimCJsZAsOKQYxd0FDiDclRoUaNDRoqFM5jHXwkFI+BHtE1ygVenYjQ7x554l5ni39zPOJKjLPpTkcPFxVTk5eL0S7+HR4OMsaNBKGOLAIBNuDGN+ERoGhD6y14AvXC/CUN8gHkPPDO+42ZCkpwLVrcGnfXj3ibYThzbnt5GGcyzAh6oZgaoCLGfWeOXMmZs6cydkewL7L9QmNxBorNGUrDiljaAgxLU1DQyjU1pQoDsC21aAJBD50vx3t49NRq/MIGBrdFRO+bulnnu/5M+dzyRfaTSJhCAQCF8T4JjQKrPGBFQNXuJ7NGX9ubmxut6VhjOltGfmoo2ktIzsh7TxrmNfRNDafzsPOP/Jx6f2hJu+vMeSJco3EmnIP8Tmk5qRkYU5Klk2ERWrSkM8JY2ikZSr0tBLqC1HnJjQGriVxO1iFMKSpwCxjSfi0JhriuSSRMAQCASDGN6GRwNdZttYHVjO8t5lcBmeZBEUV4kLNbCk02JwIHZem4a1JVR2N9vHpJnX0GOw9zM5cDgRDI04nrxdi0rpTVjPAJZR6JIgLmQQ2UUuXSyuhPljLodBY3yFNBbWAH7/ytlwmQdKobnZ3TQ2JSHq5WE5tm+8bA6irhzSUo8/QgAB5lgmExg8xvgl2T+/3f+SdZ62Or+ZIZVGlEnKZFB/HhBn8aDZEaLA1Pu693/8Rd0pr2N+Kokq2ExYdHoBtGfm869bS9q/sXV+s5UDgC5e0BB48YoQSQEshv6HR1UqQGKlbwGCt0mP2mF5AeExapsLg6HClUoV5Gu/PxoJYAVJjETK8AcDRQWLW8xgZ4i36XSo0IGDMs0yMdALBfpE0dAMIhPqiaeTpYo2PkVB4b0LaeZPWXXnostnbCTz+uCseiegwH/e0TIXZtt8uLp33msSmZgEwnD9rqeO3N5ydnbFmzRre+b6+vpz579bm1KlToCgKNTX8zyKforiBMsENQnR4AE7GPYcbycOwalx3yGVSo7dRZagAspmw9juEYF7EXieVEcvaEjk8eiBrRDinTUXIuQsA5TX1U3HXZcvMCHRo4WpwOUORMGKfZUt/xwkEgmUhI98EQj0RCiNjvO98QmJ8ocHmqLHKhSWF6ZgOgZDJwdgjhlTQbVGkKiHtPLZm5LGh09YIBa2qqmL/7t+/P3Jzc3Hjxg122r179yy2b2OIiIgAbaIgma0jVpBNF2vld1pK74KMrFkHY66TLb4XxcBngFsKU8UR68OP8/oLjriLKe8l9lm2FYFZAoFgGsT4JhDqCZ+gC8O2jHwt4zstU2GwtrCUoszaRgZLCtMZqumqiSEVdFsTqeLqVNl6KKiro9TgCI9QmSDCY5g0AEPhrLpYw1jiU5SuzzNEQtmth6eLDA8r+L8Fmtjae7Eh4cqTZ0QkDTl3PeUyi7Tpl0vcztAATzlOxj1ncH2xzzKfE9BenTMEQlODhJ0T7J6W7o5GTTc3huxkzU6AusNwTtDwZtZJy1QgMvkI2salIzL5iFlCyvg6b+bo1Bnz4V8e3ZW3prfNqcND7UCpKriE/P9ORe4HI5D7wXAUfDMLKgAfpF/EwIED4eDgAIlEgpCQEOTlPTbQXn31VXbev//9bzg4OODDDz8EoB7NDgwMREhICCiKgrOzMzZt2sSuyyy7fPlyHDt2DDk5OaAoCnK5+np5enpi2rRpKCkpAUVR+P7779l1Xw9zRu4Hw1FzLxcA8PD4ZuSuGoXcD4Yjb/VYtC7K4hRbU6lU6NGjByQSCdsmZruFhYXo2bMnHBwcQFEUPDw8UFhYiBMnToCiKHakPi8vD0888QSkUimkUin69u0LVa06JP3+wU+Q9/FY3No4B7kfDEfuh1F477332P1fv34dHTp0gFQqhUQigZ+fHztv8eLFkMvloCgK7u7u2LlzZ72uq7Hwda75sIaxFDuko15YfH2fIRLKbh3SMhUoq6oVtawE1tEwsSX4voFMnrxuZgcjIjmhd6DgdhOjLJNrXl/ntphnedDqo7zrE+cMgWAfEOObYPdkLBqkZ2i3dHdExqJB9dquWOO3yMCoheYo9spDl6Hkk3zWwMtFhtjUc1o5XbGp5+ptgNfWcY+EujjW/1Ug5sOvOdK6PLorcpKHYU1MGAI85aCgHiGwBdVrXZTKatzZGg+piycCZn+HwLe3wy3sBQDA+ZQPcezYMfz0008oKChAZWUl+vfvDwDYu3cv1q1bh08//RQlJSUoLi5Gnc41uHnzJqZOnYrq6mqEh4fjjTfe0Nt/QkIC+vXrh+DgYNA0jcpK7c6ch4cHOnTogI8++oiddnz7/yCVe8DRNwjlfx1DyW8p8B74OgLn74Zv9wE4vX4JSkpK9PaVlJSES5cu4caNG6irq8POnTvRtm1bAEC/fv1w7do1nD59GtXV1Vi5ciUcHPQDqPr06QOpVIpbt24hOzsbZ86exYODn7Dz6ZpKOPgEInD+brh06oulS5dCpVL3pCMiIlBdXY1r166hrKwMcXFxAIBt27Zh+fLl+Pzzz1FdXY3x48dj/PjxnMdgKYQ60eY2gMUSHR6ApFFdzfoM8R2noqhS8H0YGhqKo0ePitrH5cuXERYWBnd3d3z66acmt9UQpjoxX3/9dSxbtsxi7QIefw9ub41D6blDvMvJZRKstmCOtC3BXK/guHTMTcnizGtO3HuRd/2T1wuxPLorbw52ZIi32c8j0+b6Vl0x9CynZSpw9W457/r1fd9YwuFPIBD0IWHnhAaFK68QML7MUn0Nba52iQm7TMtUGFRD1vTCi/WAVynr9Ix0pYpG4t6LJncc0jIVvEJoQh90sXDVONekQwtXzpFWWy0NlpB2Hlsy8kDTQPmFn4G6WrSa8hEkDmpHj0eP4QCAqusZGDN6NGtwf/311xg6dCiqqqqwZs0atGnThjWof/jhB/j6+mrtx8vLC0uWLAEAxMfH48UXXzSpva+88goWLVrE/v7hhx/w3AsjkC+TQvHbdjgFdIZ798GQy6T49KuvMK53W2zYsAFvv/221nacnZ1RW1uLH3/8EdOnT8fw4erjrK2txYULF5CSkoKePXsCAF577TW9dly4cAG3bt3ChQsX4O3tjd8USjh1/jdKL/7yeCGJFL4j5gMAnn8lDrvnD8WFCxegUqlw7949/PPPP6zBz7Rv+fLliIyMxIxHNerXrVuHb7/9lvMYLAVfWCiTzylUWo+r1r25MPczxHecALQMIWbfDBcv8htFunz44YcYMGAAsrKy6tNUQcS+xzdu3Ij169fjxIkT7LS1a9dapE2JiYm4du0aNm/eLPg9mNynjVnvEXtA93rpflUZIVMxMDnYlnzuuNrMRUVNregKHkLPsqHIk/q8A0iqCYFgPYjxTWgwuF72sannAApQ1tHstIb4AIgRNGHaL2R463aghDq1DBJKnU/MhaFwdSEsHTKqK0zF5N2JEZqxNZjcXt/SB1hw7Ft8f+MsdlIUWlaW4p67D7ucBABVW41OnTqx0yIi1A6GCxcu4Pbt22jZsiU7r3nz5pBItKMMmjVrxv7t7a2ODKiqqoKzs7NRbZ4zZw7i4+Px9ddfo2PHjigtLcXGz1bi9zs0xq4uQfWDfOR+oDakRy5Xr3Pt2jW97cyfPx+//fYb3nrrLbz66qvo2LEjfvzxRxQXFwMAnn32WcF2/PHHHwAAHx8f7RnSx3mWlMPjSJVd814ANV8tHpeXlweKoljDW5N79+7hr7/+AqWT58F1DJaCy8HEjHDzdZp188TraBqbT+chJJOv1AABAABJREFU458H+HFef2s0WxSajlBPF8M5sfUVeMrNzcX48eNNWre2tpYz4kIXWxemEnLmWMLwFnveGgpjdEPEsDy6q8UdGGLa/LBCidid5wCI68fwDUpYSogVsP1nhUBoTJCwc0KDwfWyV6po1vBmaIhcQzG5W3wfXSlFYU1MGHKSh+l9+GOHdIRMIpwkPrE3dy60EGLCxawhxsKUaMpJHobrSUORkzwMJ+Oes7uP97aMfEw+ux+//28aRl88gn4VRVDSKvz6v2mYfHY/gMehoO5ubrh06RK7bkZGBgDgySefRMuWLXH37l12XmFhIRtebSy6Rqcujo6O6Nq1Kz7//HMsW7YMgYGB8Pf3R3R4ANq38cPAgQNB07TWv88++4xzW7t27UJFRQXOnz+PW7duYcKECejYUd0B/GhTGkIX/4DguHQEx6WjbVw6vvr1OrtueHg4AKCyshI0TSN4wX4ELdiPoHe+59xX7/d/1FqXpmnk5ubqLefj42PUMVgCU0K8+coeXb1bbrAUobXQLV0kVgBMUVSp9b4JDg7GTz/9BEA9wjtu3DhMnToV7u7uCA0NxZkzZwAAzz33HH755RfMnj0bbm5uuHLlCoqLizF16lT4+voiKCgIy5cvZ5+VjRs3IjIyEnPnzoWPjw8SExMxffp0vPHGG3jhhRfg5uaGyMhI3L59G3PmzIGXlxc6deqEG5cvsG0tPp0KxZevIO/jsfjjo+msjsHff/+N119/HadOnYKbmxs8PT0BANOnT0dCQgK7/rp169C+fXt4e3sjKioKBQUF7DyKorB27Vp06NABnp6emDVrFqf6/w8//IAVK1YgJSUFbm5uKPhmNpuuUFd8F7c3xyL/47Eo37MU9+/fZ9c7ffo0nnnmGXh6eqJ79+5aof0FBQWIioqCt7c32rdvj3Xr1rHzEhMTMWbMGEyePBkeHh5ITk6Gi4sLHjx4wC5z9uxZ+Pr6Qqk03bFrLszxjbK2iKTYNivraCzdZzgyhKuMWGzqOYMj/vU9bkuKsRIIBG2I8U1oMGy5xIoYYTK+NqlomrczHh0egJVju3OqrVJ4PFLuxTPyxDVdbM1PobwzonqtjXfJfSz7cS0oqK/LdABOAP4F4M0f1+KJmnt4yz8H0eEBGDFiBHbv3o1ff/0Vt2/fxowZMxAcHAxnZ2fMmTMHubm5+PLLL1FWVoYXXnhB1P4HfHgUbePSUaeicUGhHnH28/PDgwcPUFvLL9D05ptvIjs7G8eOHcPkyZPZ6fHx8fjll1/w9ddfQ6VS4e7du0hMTNQyIBi+/fZbfP3116ioqICvry8rFpe4/2/Imgfh4yWxKMy7DFVtDUqzDqKuqgKHL95h1w8LC0OrVq3Qp08f3Lx5E63cZKjMPYeSM3s426yZChEWFgZfX1/069cPN27cQEVFBWtcG3MMlkSzBrgYx5JQZMzm03k2kVdZnxFHoRrDe/fuxfjx41FUVISoqCjMnj0bAHDkyBH861//wueff46ysjI88cQTePPNN1FcXIx//vkHx44dw6ZNm7BhwwZ2WxkZGWjXrh3u3LnDplfs2LEDy5cvx/379+Hk5ISIiAj06NED9+/fx5gxY1By9Gt2fQdPP7Sc+AEC56Sg7eBpmDx5Mm7duoXOnTtj7dq1iIiIQFlZGYqKivSO48iRI4iPj8eOHTtw69YtBAUF6Y3a79+/H3/88Qeys7OxY8cOHDqkn8P9/PPPY+HChYiJiUFZWRluXPkLSaO6wslBivK/j6FLzAJsPZoNTyeK1W9QKBQYNmwYEhISUFhYiI8++gijR49mywyOHz8erVu3RkFBAXbu3ImFCxfiyJEj7D737NmDMWPGoKioCPPnz0f//v2xY8cOdv53332H8ePHQyazjAK4MdRXMIwvtcmSGNPmhxVKg45yvkEJQ4ztKc5pz7d/S4qxEggEbYjxTWgwjHmpW/sDMKCTL3THGXUFlEz9WEWHByBryWDkJA/T+ndDY6R8yYhQyKTaLZBJKSwZoa/SKlaZmEtJFWiYDoutE/frt1q/HQEcAaAA4Afgp49fYnNCv/76a/Tt2xfPPfcc/P39IZPJ2M7viy++iBkzZmDWrFnw8PCAm5sbJBIJXFxcOPf76xV1h1pRUsnmO/5w4TbSMhVYunSpui2Ojrzrz5gxAxKJBDU1NVi4cCE7ferUqUhMTMRbb70FqVQKPz8/rF+/nnMbd+/exezZs+Hq6opWrVrBzc0N4dMTsfl0HlpMSILUowVub5qL/FWj8PCXDVCp9J0BGRkZUCqVCAoKwul3h+DezqWofXiLc3+6nDp1ClKpFCEhIXBzc0NSUpLRx2BLGCobOG9HVoMb4PVxbrpWVyDqzAGUzpkPlJUBFRXsvL59+2Lo0KGQSqWYMmUKzp07x7mNuro6bN++HUlJSXB3d0dwcDDmz5+P7777jl3G398fb775JhwcHFi1/5EjR+Kpp56Cs7MzRo4cCWdnZ0ydOhVSqRS+3fqj8tbjiAzXTn3h4O4DR6kUH8S+jg4dOuD3338XdYxbtmzByy+/jB49esDJyQlJSUk4deoUcnJy2GXi4uLg6emJNm3aGJXLHh0egPA2nlgyfxbOrpqGmIj2GDduHLv+5s2bMXToUAwdOhQSiQSDBg1Cz549ceDAAeTn5+PkyZP44IMP4OzsjLCwMLzyyitaFRMiIiIQHR0NiUQCuVyOadOmYfPmzex537ZtG6ZMmSKqraaSlqlA2NLDbLRM+HuHOe95YwTDmMgT5v81MWH1TuMwRXBMTDSbJoYc5aY+i2KiA3u//yPm6IjYMUKulqiaQCAQuLHd5B9Coyd2SEdR4inW/gCkZSqw60+FltgLBWD0U9o5nUL5n/VFM3+aycGkaWBuShZWHrqslUMtpEwcmXxELx/VWDG7xgJXjWamLqwuvarv6TlfIgAw5uP5wM7o+siQcHBw0Bpp0mX9+vWskXj79m34+fmhW7duAMCGjzI5fooiRwQt2M+uG/SfvQDU1+xk3HN6yt5co3R84aMJCQlaYbR8xMbGIjY2VmtaSPwBAICDiwf8X9JXpnZwCUXQgv1snnqbNm20xLeY0kAA0PyFt4EXtAXSNEN0Q0JCcP36dXAh9hhsiT7tvHDyeiHvfBUNLNiV3aDPoRgtCi563ryIjamJoGgVXJXVSABQOy4G+EmdStCqVSt2WRcXF1RVVXHmHd+/f5911jAEBQVBoXhslAQG6peP0tRTkMvlWr+//f0WVDWPj6nsws8o+SMNdSV3Mf1/DigrK9MK7RaioKAAPXr0YH+7ubnBx8cHCoUCwcHBnMdaVlYmatsMfOvn5uYiNTUV+/btY+crlUoMGDAABQUF8Pb2hru7OzsvKCiIDe8H9M/biy++iNdffx03btzA5cuX0axZMzz99NNGtdUYuN67DyuUmJOShTO5hVqpWdHhAfjvL1dFCYBOMrMgXb0Ex8Tb3oJ51WmZCl7FdEMYMtoHrT7KKbjKCLlmLRkMoOn2DwgEa0JGvgkNhpiXekOUnuIaSaahzt3U9FBbosQPFzTU5cyKKpWc3nKhkXbdZY0NmW0scHUAgcd1YXVpExHO2wmiAXiEPSl63++++y7u37+Pu3fv4rnnnoNcLkffvn212saU1OGjofPuhEKnGYRGeKPDA/TKATLwTW8MpGUqcDav2OBy1bWqBi3tY+zoHaAe8d6Ymgi3mkq4KqsBqG0Qh+oqKIc8D9RwV1bgonnz5pDJZFq5/nl5eQgIePx+MqR5oMvd0ir279riu3jww2fwHvQ6At/ciqKiIjz55JOs08fQtv39/bXaVl5ejgcPHmi1TyzGHkdgYCCmTJmCoqIi9l95eTni4uLg7++PwsJClJaWsssbOm/Ozs4YN24cNm/ejO+++86io95pmQps4XjvMmw+nYdgnVHmihrDmhiWUII3tbb9ykOX9XRqjKWgqFLLQWkKhiLuhBwajJBrU+0fEAjWhhjfhAZFqBuyJiasQT4AfIZOHU1jTkqWlkiSpT5WmnncAHfJFaZTwBdOzrVsU2VrBn8HkHNU8lGoMx9BX4mvS7xjxw74+vqiZcuWuH37Nnbt2sUqnjOdU0Ndt4bOuzMUOg1ol9TjImPRID1Du6W7o9nLBNoCTPjqnJQs0bnUmiGg1iY6PEAvzcUQwy8dB0VzG0rK2jrgwgXOeVxIpVKMGzcOixYtQmlpKXJzc7F69Wot3QJjaeH+uFqASlkFgIJU3gw0gPZj/oPzGu1r2bIlbt68iRoeh8GECROwYcMGZGVlobq6GgsXLkTv3r3ZUW9jaNmyJXJyckQLL06ePBn79u3DoUOHUFdXh6qqKhw9ehQ3b95EYGAgnnnmGcTHx6OqqgrZ2dn4+uuvDZ63qVOnYuPGjdi7d69Fje+Vhy6LGsnVdBILORplUrWYqSUUzE0VHDPGMSqXcXe5/T3lgrXLDW+XhIcTCPYEMb4JDcrHMWGc0yf3adNgXldDhs7m03kWVSlOy1RgrohOO2OYR4cHYPRTwueqoUdOGxoRejXa+PuD+u9/QeOx44P5m/rvfwGNEFFDXL58mVXmLiws1BJdE9M5pWBcLqQlEDKsNYUCDZGxaJCWzkFjNbw1HWfGoFTRmLsjy6icU3NRwVPekI/ghwXsiLcuLjVVQCF/qD0Xn332GVxdXdGuXTv07dsXEydOxMsvv2zUNoDHjo87GiPfjs3bwOPpkbi9+R3c/HwK7uZegVNAZ2TmPQSgVl8PDQ1Fq1at0Lx5c71tDhw4EMuWLcPo0aPh5+eH69evY/v27Ua3DQDGjh0LQK3erxnKzkdgYCD27NmDFStWwNfXF4GBgVi5ciVrvG/btg05OTnw9/fHyJEjsXTpUgwcOFBwm/dcglFQXA2lVzAmbrtusfvMmO8O4yQW+v46SCiL9QuEIp2EEOsYlcskSBrVjTev2tQyouaIuOMTeCUQCJaB4iqHYWv07NmT1sxhIjQOHue52lZN6IS086JGI9fEhLF5WubKk0rLVCA29ZwodVMpReF60lAAQPh7hwXLA0kpCqvGdW+yYWTBcemC83OSh3HPuH0biIsDLl8GOnYEkpONMrwN0TYuXdTIEG/7rEhC2nlsy8hHHU1DSlGY0DvQ4jV0GxpTnu3I5CNmq8crl0mtlnZj6BnRJebcISz++StOA7zC0Rku//scmDHDXM0DYPh6GPP+BNSGy8m458zaRlsmLVOBhbuzUaFU4fa2hXDt0g/u3YdY7D4z9lmgoHbIC4Vfc70L6/sNNhTy7SmXITEqlHOburniXGieX762Gvv8AerzdUPktyEkPh180fFMX8YYbLX/xkBR1J80Tfds6HYQCFwQ45vQIHB9sKzZ0TSmXXwwHxqu5YU+1kIY21nJSR4mOlfMFs5vQ9H53YOo5BnZ4xNdswZir7ctdWpMJSHtPLZm5LFRCMxIkK0ek6nvKLEOFbFYy0A05MDTxbW6Ahn/mwa3Gv37V+niCtmd24Cbm9nax/dudnWUQiaVoPjRyKGx594Uw8Me0dS9qL51BXdS3kXr/9sAiZO6coIl7jNjvqeabRAyRHWNby6Hi0xCYeVY8c5mMe9hoWdf16Ae0MkXv1y6Z5QzwNjnDzDumvH1E+QyCaqUKtHtnLTulKCApK30M4jxTbBlSNg5oUHgEzeZv6Nhch4ZjKl3qyiqxPwd5ziXL6pU8ta+FcKYML0ATznbuRFDU879ThrVjfNl19Bl1gzl6zMoiioxJyULwXHpDV6WyhSYjr/mgGSlUoV5KQ1fZosPUwWYhMJQmZJIOcnDRId6mmsU3RBc5Q2FKHdywfSxiShzlKNc5gRAPeKtdHGF7NAPZjW8Af53c3lNHStGaYrTw5T3tL2RlqlgDe/76atxZ3sCvP89kzW8AcukJmmKkhpCM2+Z79ngmp6496JepAOj4C0WMccu9Ozrar8sj+5qtBbMkhGhkPKIHk7u06beZcCiwwOwJiYMnnLtc1ipVPGWPdPFkOGt3l7T7WcQCGIhpcYILOYInxa7DSFRM9HlPSyAMR0QCsIq0JolRMTi6SIT7f0e0MnXKGcB0HRzv221zBqz/8S9F0Xn/DGjFw3ddmPgUpoHABVg9DNiDdIyFbxGr6FniK8Eoe5o0JIRoYjdec6gUrIYsTtzwLRt/o5zotTtAeBM61A8PWsThv99HMFFBXjjleeBmBizG96A5d5dprynbQ2+765maDBD82HzAI5IZUuJOmqWuRTTZoD72ZBJKSwZEaq3Hb73pjE51GJL7Vny+8kc+9J9F9k+gGYEXc8gb5O/X2onfTZv9BeDoWfBkOHN0FT7GQSCWIjxTQDAXeMyNvUclu67iKIKpaiXvTF1MoU+dg3ZGTKm3q2Y7qmxHyFjskB2/akwyvAGGl41uyHh6wQ2NEy7NDujhm4DezIWDI0qWrujZih33VA0iaFnSKyjh/ltKGVErCFsDpg2zU3JEj2KXOEox47ugxHgKccbMywXHm9qLXIx2LOxwPXdnZeSZdQ1bAhRR6H3sbWdpXzpY7pY+vtp6JwYOn4uhwYAzEvJglg5Rb5nwZjokKbczyAQxECMbwIA7pA+pYpmPbBM2GvqmTzeMF2+MM05KVlYuu8ilox4nANt6GPXUJ0hMR9hCSVePdvYj1CxEd76SmUdK3QiFhdHkmliq2h2rgzlIBrzfJhTENBYGOV+IazZUdOt915H0+xvxgAXiiYRG+op1tETHR5g0PgWE7JrTqLDA3Amt1CU6CSDNUodiTWQTMGejQWu+9U43XpgUgNWF+HDms5STWNfUVQJitJ3hJvrHk/LVGhFOnm5yLT6RsYwaPVR3vrdzOCHk4PEqPuB71kwJpR8QCdfI/ZIIDQ9SE+cAEB8Z/7k9ULeMltCxsLDCiVidz7O5zZUHquhOkOaOWoUtHM0mX//JA0T1SE2ZTTB2OOuo2lROcMMV++WN/r8xsYAc98UrH8DVXnZevOZ++SFF17At99+y7udtEwF5qVkQfFoNJ0ZFbPGPZCWqcC8Hfqjb7e3xqH03CH2t9AzQlEUrl27ZrY2bcvI55zOlA8UCjcHYBEhIaF3iUxCNUiZueXRXfFxTBj7HnR1lIIv+J0CMPopyxtKzLtZN2e1vth7jeT6OqpbujvaddUCofvSGJi87ZzkYbiRNAxrNO5/c5TzAtTOvzkpWVoh8bp9I+BxuTyhkoNChjdDpbLOqPB7oWfBmPvsl0v3RC9LIDRFyMg3AYBxIX2bT+fpfazTMhWgIByKrayj2XDZtEwFUv7g7ggDQLCPdofUmqN3YjzuYkZhTBlN4Nsu32g7o4Ktm9cnhD2FLNsqlr4fo8MDkHTgL+CV/7HTik5sQe3DW2g+4h22g3Tw4EHB7cTvztYb9VA9mm6pe0B3ZEcIDyepVe9FoSiRzafzeHPTAfWzZom28j3zDa0Gz/Ue5IrIoGG9zjbTJjGGBx8dWriiokZlU9oP9cEYnRBdOrRwxY/z+pu3QVbGWSbhzGV2ltVvbMncI+9pmQps4Xm/KOvUAnFc33FFUSVid55j28Rg6v3Ph5SiBB0MxvQR7TmNg0CwBsT4JgCof0jfykOXjcqBXnnosqDQ0MnrhQiOS+cMqxbKJbcWzH75REwiQ7xNGk3gy3VT70tfxInpODIODTHXkHwY64cx2gb1IWPRIE4jQ2xppLRMBa/AjiHhHVMxps6yh5MU2Uuft0g7+DA2TYPBkqOjxua3Mo6fvLxcFHz9BnacvIzRPduYvV0TJkxATEwMoqOj2Wl87w5zvVOmT5+O1q1bY/ny5Zzz3dzckJ2djR/n9edVXjal1FH//v0xefJkvPLKKya33RTy8vLQpUsXFBcXQyoVH8GkCXM7l/y5D3Wl9+HV/yXB5W2htJo5nZd877IqC73jTMVQH6moUsnrsFTW0Vi676JJ58jLRYbiCqXB0PNV44RLsxnTR7TnNA4CwRqQsHMCgMchfaYitvPFvJTFLs/XUbaFchbR4QH4e9kLmNynDatILKUoTO7Tpl7lq3TLljDGtW44vG4HU2xZF/JhNI31B/+AZ5e+GB3ZBVc+GofCH78AANC0CreObUHMcz3QokULTJ06FcXFxex6mzZtQlBQEHx8fLBs2TIEBwfjp59+AgAkJiZi3LhxmDp1Ktzd3REaGoozZ86w6179dDrWD3TC2v5SVPy+E9VXTmDyvzqie/fuANRGw/r161FdXQ1PT09cuHABwCMj+LvjyFs1CnXlRQCAimu/o2DDm8hbE4Pb372D7Gz9cHYGiqLwv//9Dx06dIC7uzveffddXL9+Hc888ww8PDwwbtw41NTUsMuvW7cO7du3x9jIzlCkLkVt6QN2XuWNTCjWvY68jx+fM1fHx4b3N998g86dO8PLywtDhgzBV+kZCH/vMFvrd8Snx80WJj+hd6BJ6xky5jZu3Ii+fftqTZs+fToSEhJEbZ/rmdclODgYS9duZ9MIpB4tEDh3J2J3mr9UVnZ2Ns6dO4cXX3xRazrfu8Na75SysjK0a9cOALBlZgRyki0THmwt2rRpg7KyMpMNb+CxToh79yEov3iUfd658HKRNfi5YZyXmqkwppZ740uBA9QRAbZEfR1UpkQ3yGVSLBkRitUxYZDzRAJIIM4ho9u/4CvCYO9pHASCNSAj3wQWMeI/fIgNSWJeyuZQrjXXaEtC2nlsychjRxBcZBKsMCLcs2eQN365dA8FRZVo1cwZPYO8zdIuXcSEwWkuwzUyRD6MprHrTB5mTY+BU5tuCHj9G1ASCapvXwUAlJ//CeXnf0bLmBW49FEMpk6ditmzZ+O7777DX3/9hTfeeAM//PADnn76aSxcuBAKhXYnc+/evdi9ezc2bNiAhIQEzJ49G6dPn9Za5vnnn8fChQtx7do1bN68Wa99Tk5OGDVqFLZt24b3338fKw9dRuGFY3AKfBJSV0/U3LmOBwc/QYvRi+HYqj3KLx5FVFQULl++DCcnJ85jPnToEP7880/k5+ejR48e+O2337B582b4+PggIiIC27Ztw7Rp03DkyBHEx8fj8OHDGLU1D4W/fI37ez9Eq0kfoK6iGPfSVsDnhbfh0qEPSs/uR2nmQYyYPhUAsGfPHqxYsQL79u1Dhw4dMO3thXjrteloNfkjth0l1bWYZ6byajfulZm0XuqZvAY3WgDg6+P/QBLYXWuaJdIIvvzyS0yaNAmUTg+br4xaQ75TbLWKAQDU1tbCwcGy3SzmW0o5OELe7imUXTiCZr1H6S0nlXCX6rI0uqPcFTW1nMKsxqZDadYu56LKAsJ89cGSav1cBOhEFJjjGeF61hpS0JNAsFfIyDdBi5bujgaX4XKgxg7paFD4S9PrHjukI2TS+tWvlVBUvUd8GPVjzQH2CqUK83boi1JxiaBwefHnpGQhbOnhBhc22zIzwq5HhWyC0lJg/Xqcm/kypA9vofUz4yFxdAbl4Ajn1uqObPlfR+HRKxpBwW3h5uaGpKQkbN++HbW1tdi5cydGjBiBvn37wtHREe+9956eQdO3b18MHToUUqkUU6ZMwblz50xq6sSJE/HpVxsRHJcORVElyv86Btcu/dSHkfUD3Ls/Dyf/jqAkUvj2GAQnJyc9I1+T//znP/Dw8EBoaCiefPJJDB48GO3atUOzZs3wwgsvIDMzEwCwZcsWvPzyy+jRowcCmnvAs980VBdcQm3xHVT+cwYynzZw7dQXlNQB7j1fhLt3c4S38QIArF27FvHx8ejcuTMcHBxw0fc51Ny5gdriu1ptUUFdC70+DFp9VHSdWl1OXi/ElLfiERISAnd3d3Tp0gXff/89AODvv//G66+/jlOnTsHNzQ2enp746quvsGXLFnz44Ydwc3PDiBEjAAAFBQUYPXo0fH190bZtW3z66afsPoSiIKZMmYK8vDzc3LEUeavHoDhjJ6ryLyL3g+FQ1dagUqlCQUEBoqKi4O3tjfbt22PdunWC2162bBkGDx7MebwHDx5Ev3792N8bN25EZGQkjm36SB058dVMVN/8G7Lrx3Bv3ct4dUi4lvBfeno6wsPD4eHhAVdXVzz77LNa2z9x4gSeeeYZeHp6IjAwEBs3bmTnPXz4EMOGDYO7uzt69+6N69evs/M0BfimT5+OWbNm8S576dIlDBo0CN7e3ujYsSN27NgheI0vX76M1q1bA9CPxsjNzWWXe/vttxEYGAgPDw889dRTOH78uNZ5HjNmDCZPngwPDw9s3LgR/fv3x7vvvovIyEi4u7tj8ODBuH//PgAgJycHFEWhtrYWAASXBbijaAZ73mW/vbLmQSg6+g1olbbh6eQgwaqxwmHFloDr+8g3gmusM91Q5JulUmv4YPoHwXHpCIk/gGAdsTQ+BXBHKQUvEaP0xggN5ghE0JgbMVE7BAJBG2J8E7TIWDTI4DIrx4bpTWNCkvg+IjKpttc9OjwAK8d0F/XR4aOOpjEnJQu93/9Rb54YtVCAX/1YRWt/3PlC5Zbuu8iZA1VUqTQ5lM6cNKYPo9hrajZOnICylR8q3ngTT2b9jE611fh97cvoeVPbCKwtLYSLdyt29C8oKAi1tbW4c+cOCgoKEBj4ONTZxcUFPj4+Wuu3atVKa35VVRXbGTeGr687o7KyEtUFl1FbfAc1d/+BSwd1+kNtyV2U/JGGvDUxyF8Tg7w145Gfn4+CggLe7bVs2ZL9Wy6X6/0uK1OPIhcUFCAoKAiA2qnm5OwCidwdtaUPUFdWCAeP5gDUncdPxocjtEM7dju5ubl4++234enpCU9PT2QnjwFAa4WtMxij2qtLWqai3gJFvz9wxPHjx1FcXIwlS5Zg8uTJuHXrFjp37oy1a9ciIiICZWVlKCoqwquvvopJkybhP//5D8rKyrBv3z6oVCqMGDEC3bt3h0KhwM8//4w1a9bg0KHHyu979+7F+PHjUVRUhKioKLw46WWExB/A8YDxkLr7wnf0YrSZtxPNeo/Ra9/48ePRunVrFBQUYNby/+GNubFoNWEFIpOP4M8rN5GamoqxY8ey205PT8fhw4f1tlNeXo4bN26gY0ft0eyMjAx069YNJUWFeOeNlyH79VMMblEORe4NbN68GbNnz2bvCVdXV2zatAlFRUX497//jbNnzyItLQ2A+pq/8MILePPNN3Hv3j1kZWUhLCyM3c/27duxZMkSPHz4EO3bt8eiRYt4rwnfsuXl5Rg0aBAmTpyIu3fvYvv27XjjjTfw119/GbzOTDTG7t27ce/ePfzrX//ChAkT2Pm9evVCVlYWCgsLMXHiRIwdOxZVVVVa648ZMwZFRUWYNGkSAGD58uVITEzE3bt3UVNTg48++khvvwxbt27Fhg0b9JZlomi2bNmCW7duobi4GAqFApHtmyNpVFdIKQoOXn562/OUy3B5+QsN8u4XKtuni6eLzKj3uy1pl2j2D4DH6XKKokrEpp5DQtp53r6Gi6O4yIiiSqXWeeFLL7N2aUICgWA8xPgm6LEmJgwyif6otIOEEswNig4PQObiwVgTE6blpfVykWHlGH2vO7O8Zt6eKdwprcGg1UfZ38bklAmJL2l+3PlqmAvlYdlCXrotYA6j2dA1NbthXloK5ZDnIasoh4uyCoEAbtI0nGsqsTE1ES41j+8NB3cfDG3rwN7feXl5cHBwQMuWLeHn54ebN2+yy1ZWVuLBA33DUgy6I+a6nLpRDJdOfVH+1zGU/3UM8pCnIXFyedRGXzSLGIc2c1Kw69RllJcWo6KiQsuoMBV/f392ZDA6PADLhneAqrIUDu4+kLp6A+UPsCYmDFlLBuPFMH/k5z/uhAYGBuLLL79EUVERioqK0GZOCtrM3w3n1p3r3S5NDD2HYt491YFPw9/fHxKJBDExMejQoQN+//130W34448/cO/ePSxevBiOjo5o164dZs6cie3bt7PLaEZBFPr3xq1/LrPvKCGxptqSezh+4iTOthyK5T9cxVcXVXDpOghlF9Tq5CeuqUdPX3jhBYMRFkVFRQAAd3d3relt27bFSy+9BKlUipiYGOTn52Px4sVwcnLC4MGD4ejoyI5K9+/fH127doVEIoG3tze6dOmCY8eOAVAblwMHDsSECRMgk8ng4+OjZXyPHDkSTz/9NBwcHDBp0iRkZWXxHjffsvv374d7c3+svxOEDgmHMOuHQvR4dghSU1MFzqIa3WiMhQsXIisri73HJ0+eDB8fHzg4OGD+/Pmorq7G5cuP76+IiAhER0dDIpFALn98X7Vt2xZyuRzjxo0TPKaXXnoJTzzxhN6yQlE00eEBqKurhUTmrLe94no4reqLWANZJqVQVlVrVB64IZ2B+jj2jUXIyaBU0dh8Oo+3r1FUqRSdz615XriiDRs6BYRAIIiDGN8EPaLDA7BybHe9WtfXVgwV9J4PWn0UwXHpWnUsJ/dpg8zFg0XlKjM1Nk1Bc1SLz1Dm6oBLBQwazY+7qV52W/LOm0p9DFtzievwXdP5O9SjCuYS8GFJSYFSY39PA/ADEAegQlWH5y/8gqqbf0EmofDy1Ek4snMDbty4gbKyMixcuBAxMTFwcHDAmDFjsG/fPvz222+oqalBYmIiaI5OGHOO+35wBACwh6PtLVu2RE5ODlQqFbvOmZyHWLArmxUnc+3SHxWXjqP8r6NsyDkAuHUfgtKsg/AoycGLYf4oLy9Heno6SktLTT9Hj5gwYQI2bNiArKwsVFdX41TK54iM6IObX7yMS98uhKToJlQ3MlBbW4tPP/0Ut2/fZtd9/fXXkZSUhIsX1dEE7lQNyi+d4N2XkMCSEIaeQ+bdExmirdfgWl2BmHOHsODoBoQeWAMvvyA4OjpCIpHg3Llz+OSTTwAAKpUK+fn5CAoKYkX3GEE6JrR406ZNyM/PZ40yT09PvP/++9i0aRMKC9Xh8K1atUJmZiaaN2+O9PN3QdfW4OHJrbj5xUuoK72HktOpUFXrj+DXlRUCoHHj73PYfDoPlco61NzNQeWNswCA4nPq6CBPT0+4ubnh0qVLqKqqQmRkJLuN3377Db169ULnzmrHx88//8zOS05OZpd3d3fH//3f/wF4HB3BjKhHRkbi2WefxbZt2zBgwAD4+vpi69atOHv2LBs+nZ+fj5CQEACPhereeecdeHl5YefOnezoueZ59fPzQ0CA+htSV6d+LrOysrTSJkpKSnD58mXU1tbiwG/Z+DvrD/yW8DxyPozCqYUD8dO+Xdi57xA6d+4Md3d3tGvXDl9++aXeudSNxvD29gZN0wgODsbatWvRvHlzSKVSODk5wdPTE8XFxbh//z6++eYbfP755zh9+rRWqDpjPHfv3h1ubm44f/48Tp06hV27drH7lMlkSE9XP8MPHz5knRHOzs74+++/ERQUhKSkJGRnZ7Nijnfv3oVSqcTBgwfRpk0bPExNgEr5eAQeAMovn8StL2ewQozWhk/0TEppO7yUdbRehQRDzuvYIR05BwkA6+e3W/M7r5kfb0iElUAg2CbE+CZwYmy4Ml/d1c2n84zuMNc3bIpP1IRrOp/6sYSClgfZVDVfe1cWr6/xbIwjRAi+zk0dTWPLI2OjvvvQ4upVuGh0ZKUA9gG4BqBzbQ2++mU96q6exMqx3fFZ4nxMmTIFzz77LNq2bQtnZ2d89tlnAIDQ0FB89tlnGD9+PPz8/ODm5oYWLVpoiZydyy/CnEcK1gwLdmXrneOxY8cCAHx8fBDSuStiU8+hVqWd1+jk3xGUzBl1ZYWQt3vq8XS/DvAb/jYqj62Dl5cX2rdvr5VnWx8GDhyIZcuWYfTo0fDz88P169fZ0dzmzZsjNTUVcXFx8PHxwdWrV7UMvpEjR2LBggUYP348PDw8cGvDLFT9c4ZvV9h8Os8kp4rQc6hpcG+ZGcH+7nnzIjL+Nw2Lf/4KQzN24afzP8Hrdh5e7DcYpaWl6NatG3r16gUAOHnyJO7evYtffvkF//zzD8rKypCRkaG1H8bozMzMhEqlwqlTp1BWVoZ+/fppGWJbt27FmDFjAKk6HLX8/BG0nJAEqXtzqGprUPjjWr1jkLp5AzQNlbKanUbXVEDioNbwcOs6EIB6VLusrAw9evTQWr+wsBDDhg3DW2+9hcLCQrRs2RLjx4/XitK4d+8eGw6tVGqP1L3wwgto1aoV9u3bhx49emD69OmIiopCfn4+Jk6ciB49erBOp8DAQK3c7IyMDHTs2BH3799H165dkZ6ezi6bnJzM5nkzGgOGcrcB4KhCBcrJBVIXT/i99BnaxO5B4JwUlHd8Afv370dJSQk2bNiAuXPn4uzZs1rr6kZjFBUVobJS/Wxu2rQJFEXh4MGDcHd3x/bt29GsWTOcPHkSK1asQExMDMaMGaMVqs4Y0ufOnUNZWRl69+6NZs2a4ejRo+w+27Zti19//RUAcOXKFTbf/sSJE+x9NW/ePJSUlGD27NkAwIa6Z2dn4++//8ZXW3cDJY8dW2XZP6L42EZ8vHEnnnzySYPnrD5w5TuHLT3MO6JbR/N/pzURMmqZQQLdXGgvF5nV89ut/Z1nzktjSisjEJoSxPgmmAWhfEq+XCc+uMKpKEBvVMocLI/uisl92miVzXCRSbB6nHZ4vRhBOV0owO5DwOprPJurLrBQ54YvHLdeyrIdOqBcpq0C3gZAGoA8mRMWRb2JexlpiA4PgEQiweLFi5Gfn4979+5h8+bN8PLyYtebPn068vLy8ODBA8ydOxd37txhhZ3CXpyJ0oj/Y5d1aNYSQQv2oxYSJO69iJycHAwcqDacfHx8cOLECTx8+BCtpn0CpYpGq4nJcO8+RKudAa+tQ+Db20FJH3dKpRQFaZtwtJiyGht/uYhbt24hNTVVL7SYgaZptG/fnv194sQJTJ8+nf29fPlyrF+/nv39+uuv4/r16ygsLMT+/fvZ4wPUSu1XrlxBcXExPv/8cxw7dkyrnvKUKVNw/vx5lJSU4P7tAnz37UZ2XtCC/ZB5+Wu1bZ4JFRn4nt8OLVz1ygJumRkB1+oKbExNhFtNJVyV1WDebg8BfHn0J+zYtAkXL15Ehw4dAAB//vknXFxc0Lp1a1Z078aNG1pG5meffQYPDw/88MMP6Nq1KzIzM3HhwgVWOZ5h+/btmDhxIvvbo+eLkHm2gtTVG/K2PVD+9696gloOHr6AVIby7MOga2tQc/cGau5ch0OzlhBDeno6OnTogClTpsDBwQHjxo2Dl5cX9u3bxy7TsmVLNhz6hRde0Fr/5ZdfBkVRcHR0RGJiImpqauDs7AxnZ2fcu3ePjWwAgEmTJuGnn37Cjh07UFdXh9atW6NXr16QSqUICQlBWVkZ7ty5gzt37iAjIwPNmjWDq6srWrRoAUAdUm4IOrAH6NoaOLZsB5l3AEDTqLn7D6rlvggJCQFFUXjo0R7ytuEY9J+1yMwrwtU76igQ3WiM4uJiNlx95MiRkMlk6NatG/r3749Vq1ahpKQE+/btQ3x8PHx9fSGRSPRC1dljX3cK76Sew+1KCl+m7Mfb29SG/4IFC9iw/MuXL7PG9+nTp+Hv74927dph4sSJKCwsxLZt21BRUYE1a9YAAKZOnQpXV1fERLRHR8kdAEDpH3tQ8ef3+N/WPfi/F7VL4Jkbvnzn+mg0MBgyaqPDA5C1RJ26xvzLXKwWEbSmPoi1v/P27tQnEJo6pNQYweII5VVzwRi9XOUrer//I+6U1uit06GFq6ht65bfigzxxpaZEVgeLVzjnKtN5dW1gh2MSX3a2K0nmikfwmfAGlPXnWsbxnYeuEocGUIopcAgMTHArLc4Z9GUBE/Oe1X0pvbt24d///vfoGka77zzDrp27Yrg4GAAwrnIQveW2PPfoYUrbj6sYs8bE7kAmKf0jCUwVPLQFA1joXcKF8MvHQdFP95TFwDDAOwF8ERtNaZ+843WCH5VVRXatWuHVq1aQSKR4ObNm6BpGtnZ2ejWrRsAICAgAPv378f8+fORnZ2NmTNnomvXrliwYAFWr16N8PBw3LlzBxKJBP/617+Aber8aWkztdHZLGKsetRbVYeiE1shb6s9ei2Re6CuvAg3/zsVEmc3OAV2hdTZTb0NnvBcBk3RPAB49dVX8e2332rpFTg6Pq6EoZnLXFdXh0WLFuH27dts7jegdtD85z//gaenJxvKDqhrWx84cADvvKOuNa9SqXDu3DmEhYWxZbnKyspQWFiI2tpa3Lp1C56enuz6TIi+EBInF8h8g1FbdBs3/zsVoGnIWrSFyxMRcPLvhNqHCtA0DVpZjWbNAlFdW4dfr9yHRFmHkSNHoqysDOPHj0dubi6aNWuGQYPUQqRRUVH4+++/8cQTT6C2thYREREIDAzE3bt38fbbb6O2thYqlQr79+8HTdNaZQXnpWQiu1StwUA5uqDmznX8fkltnE+ZMgXvvfcegoODcePGDVYd/uHDh/D2VjudQ0NDsWbNGrz66qsICAjASy+9BACso6uqqgrXzqmjLWR/7ceyxYvxyvO9DJ6r+mKMqJoxGMpfTstUIDY1C5qi5pEh3hjbs43Wt8Ia77zo8AAs3XfRqFrcEgrwcJYZ7aQged0Egv1DRr4JFscUI4gvnCpj0SA9Q7tDC1f8OK+/qO3qlho6eb0Qk9adMqlNiVGhvDlnk/u0MWjQ2yq6IxlciDWezSUKw+S3GXMvGev00cLdHX9+sQVljnJ2BLxc5oQyRzm2LfkCIyKfEL2pPXv2wN/fH/7+/rh69Sq2b9/OCiWZmisodP4pqEUTc5KHoaJGZf6QfCtgCbEkY0I02xffgqtGCDcAxALwBnAbwMqsLBxLT2dH8BljqLCwEPfv32dF986dO4fs7Gx2G/7+/ti2bRueeeYZfPLJJzh9+jRGjhyJwYMHIzAwEO3atcP48ePx7p4LcGjWEs5B3aAqVedKu3Tog5bj3wckUnj2nciqyFMS9fMldXJFs4hxCHx7OwJeW8/OD/CU44Ml8VrHEhwcjA0bNrD3oaZoHgA8+eSTkMlkuHtXXfKtVatWWLBgATu/ZcuWrPNh69at2LNnD65evYry8nLk5OQAAI4dO4bS0lL8+9//xvPPP69Vn/5f//oXMjIy8MUXX6BXr16YNm0aAGilQgQGBsLZ2Rk1NTVs+DdN07h69SoA9Qj6E088fg4Zhxagvn8kMie494xC4FtbEfj2NrQcuxRFRzfC4+mRaD17M9rMSYE8pCdoAK0mJsOx3VMorVJXGdCMxvhs72lcfmIyAGDCut8R9eYylJSUYNy4cYiIiEBOTg46deqEL7/8ElVVVWx7Kysr8cwzz7Dh5X/mFQFQpwD4TfkITq3ao+LKKTgHdYeLiwueeeYZ9OvXDx07dkTz5upr16VLF8yaNYs9rn79+sHBwQH37t3DjBkzADw2vtetW4eoqCgAwOHDh7F8+XKtdAZLYal8Z2eZBHNTsjhHrtMyFZiTom14A+rveWxqVoO885aMCDUqOm5i7zaCfQgGmURdiozkdRMIjQdifBMsDl9etan8OK+/VpiZpuFtSnjZyeuFJoWmceWcebnIsCYmzC4NbyZvb06KfudFE2OMZ3OKwkSHB2DVuO6i68NL61kH/tmXR+KXI1n4dMRs/K/PGHw6YjZ+OZKFmQunGbWd9evXo6ioCMXFxfj555+1SjiZGj4oJDZE4/GIujH6B4awZqk3a4olcdFz4NOolmoHhmmK7hWraFRt3oyTJ08CUIvOffzxx5yie2KYOHEiNm3ahJ07d6JVj4HYcjoPAODSuR9KzqRBWXQbqppKFB37Fq6d/sUa3AAge/QVl7Vsqw5Jr6tF9a2rqLt+mnU4TB6gVh7/559/OPc/dOhQXLlyBVu3bkVtbS1SUlJQW1uLxYsXG2x7aWkpnJyc4OPjg4qKCixcuFDUMRvCz88PgwcPxvz581FSUgKVSoXr16+z4dlhYWH49ddfkZeXh+LiYiQlJbHrLhkRqlcdgK5Tgq5TQurSDJBIUXn9DKpuZGotU6cj+qXriLxTWsWpeSEUqg6onRW1Rbe11nEKfBKlZ/fDKVCdj92/f398/vnnWvXVde+r6dOnY/To0aiursaKFSsAPHY6vPnmm4iPVztZQkND8cMPP2DWrFnYu3evoVNdLywVAv2wQsmrMyJkSPOV97a0KJrmt04MPYO8OcVtJ/dpo/V75djuyFw8mOR1EwiNiAYLO6co6nkAn0CtZbSepunkhmoLof5M7tMGmx91GHW5ca+Mc7olMNW7bSg0jQnD1g1ZZf4xJKSdx/wd5zAnJQtSisKE3oF2YYgznUxD4YMBBsJ1udA9R5r7FBsGrLmtxL0XRYXq1dF0vcMNR0Q+gRGR/DV560vskI6CIdZ8MMfDty7T0ZRSFGcEgLHRKGmZCsxNyWLz6xVFlZj7aN+W6AxGhwcg6f/ZO/OwqMovjn/uDAMMm+AuiJC4ZiqUu+aW+xZqiLuWmZWmpvlL0xLLNZdsL7O0XNEyzF2zbFXUAjX3DdDBHVF2Bri/P4YZZ4ZZWQe9n+fh0Zm5y3vvfe+973nPOd+z85TJFBOAwOk7cBLgwoLCVUewRsi0l8lZYFhfWiu6NxGom5eLMGUKQ198kbZt2/LCCy+QmJhI+/btyczMpHv37jrRPVvo168fL774IrVq1eL7y3LdefZo0pXc1CRurJ+OmJON8rEn8en6ssG6iwY2JUZ1n+/ujeDG1ve58uFgajdpTtjoEboQbTc3N2bOnEnbtm1Rq9Xs3r3bYBuVKlVi+/btTJo0iVdeeYU6deqwfft2nQfWEiNHjmTPnj34+flRsWJF3nvvPT7//HObj90S3333HdOnT+fxxx8nJSWF2rVr6zzwXbt2JTw8nCZNmlC5cmXefPNNnaEZGuJHUBV3Mt0U5ORvS+biRsUuL3Fr6yLEXDVudVqgrNPCYH/G4fmWNC/q6n1nLlRdK5IYERHBhDfeIi8nm0rdJ+De8Glc/Z/g/qHNuOYb3x06dCAlJUUXcg4U6FcVKlTg5MmT+Pr66kTUzJUgbNq0Kdu3b6d3794oFIoCefrFRWFSguxFX+EbCmdIF/ckgaUxAaCrQGGOqZuO8XpkrM3vPgkJiYcHwVTZmxLfqSDIgXNAV+AqcAQYIoriKVPLN2vWTDx61LwCroRj8Pjbu0g3M+1cWmHYj03fYbEerjXkgkCeKBq8EE0ZpkqFvIAH15ziu0IGi8PM10d3BNou/MWqN9TPW8lf0zsXy/5MnVOFXMDd2Yl7GWqzAxJtuGFRcLTrUeetneTkFey1Lk4yzs61PGA2d88pFTJOv9fT4gDQnrJ+9WbuJDu3YBud5QLn5vWyeTv2EBWjYkpkrNUc7+XhJXQt33wT8f33MWXapDu74vbZJ5Af+luc2PsM0+pWFAZjDY1qns5Ez+xaqG2VNJpnxnEy8vu7TNCE7lp7r9jybAPTz3RbroVSIWPBgCZW+6Cx3oiufXrXb1bUCTZEXyFXFJEJmmdApjrP4Q20qBiV3TnP9iIAl/OfWdauqVIht/q+Lgqzok6w7lCCQd8w3oet/a4k2icBgiD8I4pis7Juh4SEKcoq7LwFcEEUxUuiKGYDG4Fny6gtEsVEhrl4L2B9tGmveHFT1NntXFEsEOpmKgzbOIdsVtQJs4rv6jyYtvmYTWG6pRnaq481T0Jxi7yY8iipc0WSM8yHGmoN9qKiztN4jEvr3FpjSVhTjCPIZQIsGtjE4npRMSqzk10Z6jyiYlRmQyDtLednyvC29H1R0V5rW8TVilzT3RyzZpGjdDP5k8JJrhHls8Kwrw4SOH2H7s8WfQl7n2F/XUwqVP1zU+KVN1KyaTlvn93bKmm0EzH675g8UVN6zto5tfW5NfCpghE6tlyLDHWeTc8T/TJ2WowN77WHEnSRKnmiZtuFKfFY2oSG+BHzTjeWhwcXKP1VXOhfC0vXtG1QxWKvf63/Xg55dy9rjQxvKDgmsJQaZEx50OGQkJAoPsoq7NwP0K8/dRVoqb+AIAgvAS+BRh1VwpDChOyWNOaUrUEzkCgNChvGa4oMda7Fbekfq7Vyauo80SBsTv/6VVAqEARNjpsABqG9paVMbenaAcU+K29L2KD+gMTWUHN70L8exphTxS8J7FXi1mJtsDbzxxPM69/YZNSGo6vl2qOgbBySWmx4eqLYuwd19x6oc3Jxy84k3dkVhZMcxZ7d4OFhcXVTnk6twKOlvlSYMN61hxLsjiwyF9Jv7vuyZPGes2YnYv66mERUjMrs9Q8N8WPz0QSTXmd9fj1zq8B39lyLiJ9OWu2Dlq67ubQtLSXWz4sR/bDrokah6WP8zNLuw5TaufYcF9d5Mo7SsuTd13+Havf/1pbjZidJ9SnpnHQJCQnHwWEF10RRXCGKYjNRFJtVqVKlrJvjUOiLwGhnxV+PjCWwlL2lxjjCgN6WF27cwt4sDw+2u263JWxR1ta+XI2vX3KGWvdCtzabXlJYu3bFOZBpu/AXmwdlquQMpm0+ZpPhrZALNnsawPxgx5zR1HXZAZu3bQ3jCAfAZiVuLdYGa2nZuWw+mlDsXqDSwF5BuBIbuLZrh+LGdU2I+fTpuH32CYob16Gd9drJ5ow9a0agKZHC5eHBdkcrPExYu74RP520+Pu6sa2pW9WdhGXPoTYSPjPexx9//KETRbRHRKu4JwdNUZ4MtOLKsZYLgslnVmiIH+fn9zYQXy2JCVJ7JgJlAgWe66fe66m7fwXM621UKKGIAQkJCcejrIxvFaAvgV0z/zsJGzD1MtD3lk4po5BaRx/Q62M8wC1STWgb19cORuyti2pqwHXgwAFdiZniQP/aXV8/nZRje4pt26BRAx766jSrJcyMkQsCahvCJvy8lSx+rqmBcqw1O9zc4NCccXT+Zlqx3FfmJs/sDR12suHprT0Wew17Y4zDZa19X1TsvR9LSnEZ0Hi4x4yBBQs0/1rxeBcHpsqiOcLkZnESFxeHIAjk5ORYXdbU9c25f5OEZc8h5uXaZPjum9KRtzYdRuFd3eI+nn76ac6efTDhmXxsH8J206rv+m0oDfTPQ6NGjXRlzBwRU2UmC0OuKJbp2MKeCY88EYPnujZVQP9+XjqoqclJ4vuZakLe3VvqKWcSEhKlT1kZ30eAuoIgPCYIgjMwGCjZehgPEdaMlzxgxpbjFpcpKczV5y2Jur2FQd9YMH4hFmWgYK2cmkIm6AbP9novStSwKCW++OIL4mv1tFsR11pEgVIhZ3l4sM5A0b+mXq6W+1xhjBl7ohDM5e+bmzxbeyiBwOk7bDLCZ0WdMFtSpyhtNoe1fNXixp4a7eUhjL44KG4DpJqns13fFydxcXE89thjNi8/rXt9rn7+Ahlxsbrv5B6VqDXle4Oya9aYG9qY5eHBBQY+Miw/D+6kZZsU3nPyqqprQ0m/44z7+cmTJ+nYsWOJ7rMoGE9wFxaBwpUQheLRUCnK+9dU5FpoiB8ergUzPvNEw/JqjqRLIiEhUbyUifEtimIOMAHYA5wGNomiaDluTEKHLU4hS+JnJcnsvo0K1GFWyIVSrdtrTvBFhvmcu8J4wt0UD26fuaGNGd7KtDaBt1LB4rCmusGzPS/zh8mwKO6QSXPhiFruWfCGFVYh29ZjMOXd1npBrE2erT2UYNUAt6YxoE9xnfd1Y1uXeIinFkthvjKBchFGXxLRAgozb2xT31+5coUBAwZQpUoVKlWqxIQJEwDIy8tj7ty5XF/xIqpPhnF7+1LysjRikd45SRye1Y1Vq1bh7++Pj48PX3zxBUeOHKFJkyZ4e3vrtgOwevVq2rZty4QJE6hQoQINGjRg//79ut8DAwP5+eefdZ8jIiIYPny4QTu9vb3x8PDg4EGNcNo333xDw4YN8fHxoXv37sTHxxMa4ocgwM3IWaT8ux3VirGoVrxU4Jh79uzJJ598YvBd06ZN2bJlC6Apy7X3kEZBP+PiERJXvkLCB2EkfDqSd+drqp0aRxUlJiZy7vRJ4peHk7jyVdLPR+t+u73jA+7s/ZybmyM4s2gALVu25OLFi6YvkhUsvXG8lQqH7eeW0J8MLWzahEjhJhAtPYPtYVr3+kWaPDD1/E22URVeMsAlJB5OyiznWxTFnaIo1hNFMUgUxXll1Y7yhC5ftvSrw9lMaIgfi59rajA4Xvxc01IdNET0a1QgrEshE1gWHmxxPWNPuKUXrkyA+QOaMCvqBEEzdhI4fQcboq+Q/M1LjKtwHLefpnHvy+F0uvE9h95sTzt/F/r06YO3tzfHFwzg5vo3EcU87kX/wK0f5xtsO+nnL0n6+UsA3nqmJls/moWvry8+Pj6EhoYaLLt06VKqVq1KjRo1WLVqle77e/fuMXLkSKpUqUJAQABz584lL08zIWNuwKzv8cq9d5Pra6eR8EEYd79/h9u3bwPQu3fvAvWLmzRpwo8//ogoirz++utUrVoVLy8vGjduzH///QfA6NGjyTm8QbdO+vlDJK56jYQPwlB9+SIZl/4BIPXEz6i+GEPCB2Fc/WIMqSd/NRmip5ALLB1kuV+Zm+Tw81ZaXM9Zbv7K2zpxYqk+sC0TO9aMa3s8w+UxcmJa9/pmX05DW9Yqchh9aVAS0QKLw4Jt+j4uLo4nnniC3bt3k5eXR1hYGIMHDyYvL4+BAwcyZ84cUlNTCevXi06PudPh9jYOvNyIY0tHAvDaa6+RmprKiBEjmDhxIl26dNEYwaGhbNq0id9++43Vq1czb948Dh48yNdff0316tV57rnnGDBgAElJSQQGBpKR8cDwiIiI0BnB+rWsAfbt20fVqlVp0qQJY8eO5fr16/To0YNmzZoxZMgQRowYQe59jSBa0s8rcH+8I1WfiyB+UR/EvFy8lQoSExO5fv06r7/+OnXq1OGrr77i1KlTxMfH8++//zJo0CAAvpg0kMSVr3J7+zIqdh9Prdc3496kO8d3b8BF6c7o0aN17Var1SxasgzBxR3/19bi03Uct7cvQX3nKgB52Rmkxuzg7bdnkXIvmbi4OPr160ebNm3w8PCgb9++3Llzh2HDhuHl5UXz5s2Ji4vTHfekSZPw9/fHy8uLivveIevKf7rf8tRZ3N6xjNufDSNr4yTO7VtnMCmgP7ERERHBoEGDGDlyJJ6enjRq1Aj98qz//vsvISEheHp6EhYWRnh4OLNmzbLc2YqZokwi2zuBOCvqhE1VSmwhNMSPYWYm1m3B1PPXnmeyI6vcS0hIFA6HFVyTMER/FtfRMZWvWNr718/99fNWGnieraFVIrdk3iwbFMzR+CSD0jC5okhqVg4ffP41e/bs4eLFi5w7d465c+eydOlSatasya1bt0i6fYtZs9/Fz9sN90adyLj8D3mZqQCIebmknf4d9yeeQSGDjYvfJD09nZMnT3Lz5k1ef/11XRuuX7/OvXv3UKlUfP3114wfP567d+8CmsHzvXv3uHTpEr/99hvfffedgXEeHR1NUFAQt2/fps/oSXTv/SyJN+/ofk87/RuVek2m5oS1ZGVns2TJEgBGjRrF2rVrdcsdO3YMlUpF79692bt3L7///jvnzp3j3r17bNq0iUqVKumWbVW7EkqFnKzEs9zevgyfji/gPzmSakMX4lShKnnZmST9/CVVw+ZQ6/XNVB++GOeqtVkc1tQgmsHHTWHThI6pnENbIgnef66pye/1UwesYW6wmJicYZPhbG0ZW3Oiy2vkRGiIH8vCg1HquXRlAgxvZb2usyNR3NECoSF+BuJNWjE2/XshNzeXrl27kp2dzbVr11CpVAwfPpx27dqxevVq9uzZw9tvv018fDyZmZnIZDI2btxokHt97NgxIiMjWbFiBQCLFy/m1KlT7Ny5kwYNGhATEwPApUuX8PDw4N69e7z77rt8/PHHBAUFsWOH+fryAL///rvu/8nJybRu3RpRFHFxceHTTz/l3LlzqFQqUlNTiY2NZe7cubqqJ1XD38O73TBkCs1koUImENGvEYMHD+app55CoVDw0Ucf8dZbbzFv3jwGDBiAk5MTP/2kyWyrPupDlHVbkJedgfrOFfKy0nGuEkD1kcuoMXEjLbv15+7du1y7do1Dhw6RkpaBk2dlBLkCZUBTlEHNSTv9m8HxTBveGycnJ6pVq8b58+dZs2YNKpWKixcv0rp1a55//nmSkpJo2LAhc+bM0a3XvHlzYmNjSUpKYujQoYj7P+BMxDPELezNUMVhnqqYw5X4y+zbt8/guWuKn376icGDB5OcnEy/fv10EQrZ2dn079+f0aNHk5SUxJAhQ/jxxx8tbqskCA3xK3Rovj3GqrZkmzkKM4aaG9rYINLNHkw9f+3Jh5fKkElIPHyUVakxCTuxV6TrUUe/5Ik9GJcVMYXWczp10zGTv4uP98DfX5MDPnPmTF577TWGDRvGtWvXiI+Pp06dOrw1ZgBv5S9fef8npJ35E8/gHmRc+ge50guX6nWY0bEGLy7cxZ07d/Dx8QGgQ4cOuv0oFAreeecdnJyc6NWrFx4eHpw9e5bmzZuzceNGYmNj8fT0xNPTk6lTp7JmzRrGjBkDQNWqVZk8eTJbYxPZkfYY8oq+ZFw8gscTnQFwb9wFRUXN+XNv8DSf/fAzrcJV9OvXj3HjxnH+/Hnq1q3LmjVrCA8Px9nZGYVCQUpKCmfOnKFFixY0bNjQ4LzUr+7JsAGNefnlT/Bs0pU6IW1Iy8ohWagMQF52Jggysm/HI/eqgpNHRfCoWOhrWdgSXtrf52w7qVOh91YqiOjXyOZ2mCvdph1E2jIADHl3L7P7mt7nkJb+JgeYdau6k56d51AlCAtLYa/7w47F85KSwuH587mRkMDj1atTQSYDV1fa5auzr1u3Di8vL5566ik8PDxYsGABTzzxBDk5ObroFoCAgACCgoJwd3dHFEXq1auHn58fTz/9NPHx8aSmpuLt7Y2XlxdBQUE4OzsTHh7O0qVLAU2otr3UqVOHtLQ03njjDaZPn45areavv/7C2dkZleqB52/24KdZd1pN/D3N50UDm/BU5Tz++usvduzYwf379zlx4gQvvvgin3zyCVFRUfzxxx/UqB9M3PFoBJkM90aduX8kioyLR0k+sBpF1cdw8qyEk2clTuKPk5MThw8f1kxOuHqiHxTu5FWV3JQ7Bm3fGqNiYPMAZDIZSqWSoKAgQBMGf+rUKbp06QJAWFgYb7/9tm49/RD8qVOnMnfuXM6ePcvQoUNJSkpi9erV+Pj44OPjw8SJE4mIiDB7/tq1a0evXr0AGDFiBMuXLwfg0KFD5OTkMHHiRARBYMCAAbRo0cLu61MczO7biGmbj9kkoqnF3glEa1FDhRFXjYpRoc61P+SwbVBFg3tVv8Sot5sCAVEqQyYh8Qgieb7LCdLDt3SwNsmhPxDIFUXcs9IJP7aHNw+sIvzYHmSiiOBZWbd8QEAAiYmJTJs2jTp16tCtWzdq167NwoULdct8Mvt1qt86gp+3krSTv1KjWTeWhwfzhHcOFStW1BnexlSqVAknpwfzZ25ubqSmpnL79m3UajUBAQEG7dAfwPr5+SEIgu54nbyqkpv6QOVb7v5gn4LChewMjQDM3N3nCQ8PZ+3ateTl5bFhwwZGjBgBQOfOnZkwYQLjx4+natWqvPTSS9y/f9+gzaEhfjxZKY95o7rw1/TOBnnZMmdXqvT7H6kxu7j66Uhubo7AJ7tg7V17KGwURmiIHzHvdNN5LGNnd7PLEDQ3WEzPzqFTA9tKJ95NVzPZjAq6VmNAO5CUCwLDW9Vi35SO5SIkW6IE2LuXnMqVubxoEX7Z2SQkJJBRrTr8+adukcTERKpVq0Z8fDygeS7k5OQgl8upXLlygU0qlUrkcrnBZ7X6wT3r7e1NYmIiYn6kRkBAANeuXcPX1xcAV1dX0tPTdcvrh6Ebc+PGDe7evYuzszN5eXkIgoCvry8ZGRm0adNGt1y3RjX4a3pn/nxTM1H4bIgfiYmJVKxYEU9PT4YMGcKGDRvIzc0lOzubTp06AXAr54H3VKZwgdwcqvR/i5qvrUPuUYnr66eTsDycU6tnolaruX37Nr6+vuRl3ke/CGTO/VvIPR9E9AAs3XvuwbZlD4ZVSqWSatWqGXxOTU3VfV6yZAkNGzakQoUKeHt7c+/ePW7fvs3Jkye5e/eubhIXMPi/KapXf6Di7ubmRmZmJjk5OSQmJuLn58c777xD48aNcXJyIjk5ucD669evJyAgAHd3d0JDQ0lKevA+GD58ODVq1MDLy4t69eqxcuVKg3X3799PgwYNcHNzo1OnTrr+BfC///1PF1r/Uq+WJP0dafE4FHIBb6Wi0JoO1qKG7EnZ0bJ4z1m7Jgy0xN3JIHD6Dt3f5MhYXQ763XS1zdo85TF1SEJCwjyS8V1OsPfh6yjq4uUNS5McxgOBZldPEv3ZKN7Zv4JXon/gnf0rqJFym5rxD5TmExIS8PX1xdPTk6VLl3Lp0iV++uknli1bphMmCg0NJfHSWb7sUxXhyr/8seIdQkP88Pf3JykpyeRAyRKVK1dGoVAYDIASEhLw83swgFGpVIiiqDvenPu3kHtYF4JadyiBwFa9WLduHfv378fNzY3WrR+E0k6cOJF//vmHU6dOce7cORYvXlxgG/7+/jpRIuN+raz9FNUGz6Xm+O9wrVKLrF8/t+vYHYVPfz1v8vu76Wp++EfF8Fa1bBbxWXsowWTO39zQxlxc0Iu4hb25uKBXuQrHlihm9u5F7N4dp+xsHhNF7gA1gLcz0knu1p3M27f566+/8PX15YknnuCDDz7g8uXLnD59GkEQGDRokMFEnq0kJydz48YNPvroI9RqNbt/O8TVazd466gTiakiGS4V2bhxI2q1mhMnTpCQoInWEPInjQRB4NKlSwC89dZb1KlTh6pVq3Lw4EHdBN/mzZsN1jGFr68vSUlJpKSk0KtXL+Lj49m8eTNBQUEGxrAWMVcTYp+XlUZuahLpZ/5A5uqJ/8T1PD56HgqFAlEUue5SE0GuICflDmJuDpkJx8m4eBj3hoY564n37J8c/+OPP3j//ffZtGkTd+/eJTk5mQoVKugmMmrUqMHVq1d1y1+5YrvIoj41atRApVIRFBTE+++/T+/evQtMip48eZJx48axZs0abty4gZubG6+++qru9xkzZhAXF8f9+/f56aefmDVrFv/8o9HpuH37NgMGDOC9994jKSmJZs2aER4erlt3zJgxnDlzhvv371Nr9FJS/jtA+tm/DfYvFwQDjZjY2d0KPYFozbNdGOG3wjo/rEU42WLOl9fUIQkJCfNIxnc5wd6amY4syubIWBLpMhgIpKSwenMEHtkZuKuzAHBXZyEgknU0iqtnz5KUlMS8efMIDw9n+/btXLhwAVEUqVChAnK5XDcodHV15bnnnmPo0KG0aNFCl9tYo0YNevbsyauvvsrdu3dRq9UGuZLmkMvlDBo0iJkzZ5KSkkJ8fDzLli0zCHG8efMmL/7vXYS8XNLO/In6zhWUQc2sblsEtl33QCaTMXXqVJ3XG+DIkSNER0ejVqtxd3fH1dXV5MB3zJgxrFq1iv379zO1a12cMu6ivnOF3LS7pJ8/RF52JhU93ejapBZVvFyttskROX8zzexvGepcfj1zi8sLext4ry0xZ1v5KwYx7KuDBl6fejN3SsJBhURf2DFoxk7DaIiUFHL79tNN5rRAY3i3As4AtTPSqVarFpGRkQwZMoTDhw/Tp08f2rVrR6tWrQgICODTTz8tVLvu379PrVq1OHPmDEp3T1JvqajcZypypReKao+RKjqz5+9YvLy82LZtm6682CGVGgQZ7sE9afRkC9w9KxAXF0eDBg2YMWMGAwcOZODAgdy4cYNdu3YBGHiQjfH396dNmzbMmDEDURTp2LEjcXFxjB8/3mL7VV+8iOrrV0AU8XnmRZQKOfWyL6BWq4lJuMs7287i2awfeZmpXPloKEl7P6dy79dRVDL0QvtWsN+gS0lJwcnJiSpVqpCTk8O7776rM4oDAwNp0aIFCxYs4Oeff6Zp06aMGzeOa9euMWXKFN02/v77bxo1asTChQvZt28fp0+fLrCf1q1bI5fLSUlJoWvXrjqdEH3WrVtH3759ad++PR4eHrz33nts2bKFlJQUQFNT3MXFBdBMggiCoJtA3bJlC40aNSIsLAxXV1ciIiI4duwYZ86cAaB+/fq4u7sDcON+JggC6mTDtIQ8USy2aB1rZT8LY8iWtudZfzKiPKrcS0hIWEYyvssJxqWwtEI75rBUZknCPDaLdEVGIoimQ8YGCTK6depE7dq1CQoKYtasWZw/f54uXbrg4eFB69atefXVV3XhkKARMjtx4oSBMQuwZs0aFAoFDRo0oGrVqro8Pmt8/PHHuLu7U7t2bdq1a8fQoUN54YUXdL/XfSKELQf+Ie7DIST//h1VQmcgV3rZtO3E5AxGjhzJiRMnDAz6+/fvM3bsWHx8fAgICKBSpUpMmzatwPotWrRg1apVvP7664zq+DhpW2ZRIfceiCJZMT9x56vniVs+mBvnYnhuYgTBc/YaGHHav8LWbXUEtJ4Urffamjfmro2laRyFYV8d5K+LSQbfZeeKvC6VzrEbrYCUvrCjQTm6yEjy9MTS5MA24CZwEM1LftTjj/PRRx/xwgsvMGLECL7//nuys7MJCwvj33//NUhtUavVBl7wzZs3G9STDgsL0yll165dm8zMTNavX4/gUYmqg+bg3kCTX+799Ahy05K5m3iZzp078/LLL9OsWTOem7qIiF0XqNB6EOln/iQ3J4cqz0Xw7Csz+ffffxk/fjyurq68//77VK9enW+++QbQeF/9/f1p1qyZTgBSnw0bNhAXF4evry/Hjx/n888/L2B8B7y5HYWPL4Jcc3z+kzYQMOUHKrQO497PX5L42QgCK7rSvn179py8rknJ8ayMc5VAar2+Cd8XP8et3oMQ+IqdNRoaU7vV0xyzt7fJaB9TdO/enR49elCvXj0CAgJwdXU1CC0fMWIENWvWpEePHty6dYs5c+ZQq1YtnWq7Wq1mwYIFLF++nGnTpuHr60vfvn3Jzs422I+zszNbtmzh66+/xtvbm8uXL1OvXj2dMQ0az3fTpg+EJrV5/OfOPQinf/XVV3Fzc6NBgwbUqFFDl19uvK67uztBQUGcPPlgwnDhwoV4eHhw9bPRiOpM3Bt2NGhjcRq3lsp+FrbEpL3OD3swnnpVKuQsHdRUSh2SkHiIEcRy4CJt1qyZqF82Q+IBbRf+YjK0SeuplbAffVEUs6JVb74J779fYN1AYCXQZfp0WLDA5n0mJCTQoEEDrl+/jpeXbUZwYVm9ejUTI5ZScfBC6wubwM9byTjfq6xYsYI/9fJJwcZzZyNRMSqr4jxKhbxEPAPa41AlZyAXBJN5gpYGcoHTLas9G9+fUTEqJkfGWlwnbmFv6w13ECwdv4+bgph3upVia8o3QTN2mux/ckGgVW0f2n29lFeifzC7vlom579ZC3lB3qTQAoKmWL16NfPnz6dq1ar8+eefFq+5ft8tq3eWqQkhMF/+7bHpO6yGBcsF6yUPrdGoUSM+/fRTOj71FERGwvnzBH79NSu/+YYu/frRvn17OnXqhIeHB9u3b+e33zRK6++99x4nTpxg06ZNgKZ+u7+/P+vWrTOYLDFm+PDh/Prrr8ydO5fnn38egGeeeYawsDBefvll3XJ+fn4FtpWbm8vBgwc5cOAAb775JgqFgjFjxlClShUDHZO2bdsyduxYRo8erftOFEU+2LiX+Z9/h9tTochc3ICSe4YXN1ExKqZuOmZTzriAbSHloKng8OuZWw+FSKYjIQjCP6IoWg/nk5AoAyTPdzmnsOWUJMxjk0hX3bqkO5sOic50UkCdOjbvLy8vj2XLljF48OASN7y1ZOeYF3qxNMOvVMiZ2L4Wn332GS+99BLwoP584PQdvK4nKKNKzihSjVJbRG5KogyLcVk/c4OtyRa8uHWrupvdvqn7MzTEz6y3BjAotaZP12UHDKIBui47YHYbjsLddDWB03cQPGev5AW3wIEDB6hZs6bZ/pcrivx1MYk4H1/SFS4FfvcALgHI5YxOf8wgeiI5Q820zcdK7fxrnxGPTd9hNg+2pEVF7a27bs0bq/VQFtVQOnnyJB2dnFBXr0H6+Nfg/fcR79zhZlgYf332GV999RVHjx5l+vTpXL58me3btwMa8Tx9UU2ZTIa/vz8qlYq3335bJ64WERHBb7/9xvXr18nJyeGff/4hMTGRyZMnU716dV588UVcXV11Ie9JSUmEh4eTmJhIaGgow4YN0/0ml8tp164dV69e5fPPNXocHh4eBXLI79+/j6enp8F3giAwZUh3egbXIudIZImFVev3teKMjgoN8WPpoKYmx1vDW9UyiEoc1qqWTZ7ytkEVmRvaWBLJlJB4xJCM73KOqXD08jCLXO4JD0fhZPrl6iSXg57gjCXS0tLw8vJi3759BvVfSxpnJ9O3vrb/aPuTt1KBj9sD5dlB1e/wQtemVKtWjaFDhxYwVI3NhKIYx7bWYy3uQbs9Zf0mR8aaHODtm9LRpAFu6f40Fy6prWNsTNdlBwrklp+/mVYuDHAofQOwvGJNE2B7g6fpnqNmpdH3qcBjwLQR73FPXnCiUJ0nFnniSuv1BgoYtlrqVnXXPSMsTaUJAiXeF+ypu25qYlt7JYr1PZuSQnqX7ijS03DLztTtR8zO5qUJE3jyySeJjY1l0qRJvP/++zz33HOkpaXh6+trIKopiiJXrlzBz8+POnXq6MTVAM6ePUvTpk3x9vYmISGBjh07cu3aNU6fPo1KpSIxMZFjxzSlM2fNmoVKpUKhUPDff/9x48aNAiXOcnJydDnfjRo10q0LmnfaxYsXadSo4DMLoH5Vd5pXUpeIsan/PiqOCWBjzI23jA3ouaGNdcuZw9LEj4SExMONVOf7IUCqh1sGeHqi2LMbdfceqHNyccvOJN3ZlfNOchR7doOHh02bcXd3Nyg9UxqMHj0a76ZdC9Qz13pkrfWnOeOHERWjosOS320ykO01jrU5rrZS3GI49rZXO8ADDM7bvikd7d733NDGNAuoaDV0PypGZVbUzZLYm6OhNQAd9flVnGkUhcVcTXctaS5u3KwSSOadK6TLZLips1DL5MicnJBv+4mtv5jXCyjKxNXo0aMNworDmtXi8OUk9KsntQ2qSNydDJsms/JETN5HZYW2DSV9/SvXqMnqHDV9gMPAq0ACMAEYLshoOWQI3Rcs4ODBg7z22mtkZWXRo0cPZsyYwcKFC9m/fz/t27fnww8/xMXFhTZt2uhCxdetWwfASy+9xPPPP09ubi4vvPACtWvXRiaT4eXlxdixY3nzzTfZtm0bf/zxB+fPnyc7O5sBAwZQs2ZNunTpwvr160lNTUWpVPLzzz+zYcMGNmzYAED//v2ZNm0aP/zwA7179+bdd9+lSZMmNGjQgLy8PL766isGDRqEt7c3R44c4dNPP2XGjBnFeg61mJo41U4AF9d1s3W8pb+cIzxHJCQkHAfJ+JaQKCzt2qG4cR1FZCRcuIBbnToaj7eNhndZUtiBpb2GMdhnHNu7/ZJIsfD1VtrsdddSnAM8a4M7rXfHkalb1d3mSYCSDjcuLNrzrB3Mm5tkAY2g1FdffcXNmzfx9/dn3rx59O/fn9WrV7Ny5UpatWqlE7z67LPP6NmzJwCrVq3i/fff5+rVq1SpUoU333yTcePGGWx7bmhjDv64ikOHoqnS/y3kgsCQlv58NHcmAIKzkvu34pgokzMlL4/W1YL4bd4MhBdf5Hzt2vj+m8CVW8kk/7GG9LN/kZeZhnOVQKqGv4eftxvDhw9n165d5ObmUrduXbZv325RWdzSuTIuW2xsjFujuA2lolIaE9uiOgfXXM0EyaT8v7eBj4Eqebl8cugQkxo0ICkpiYCAADZv3sylS5eYOHEiq1ev5rXXXkOlUhEcHMy2bdtwdnY2uZ+xY8fy7bff6j7PmzePVatWERsby1NPPUW/fv0YNmwYN2/epEKFCmzcuJG7d++yfft20tPTqVmzJnl5eQQEBLB8+XL69esHQJUqVfjhhx+YMGECw4cPp2XLlmzcuFG3nx9//JEZM2aQnZ2Nr68vr732Gq+99lqJnEtzz5KyfsYUph9JBruExMOLZHxLSBQFDw8YM6asW1EoLA0I1q1bx7fffsvevXt13xXG8LbXON4QbXstW78SGpBM616/QFSALZTWAM+esPiyYt+UjibD4k1R2mV8bMUeL1pQUBB//PEH1atXZ/PmzQwfPpwLFy4AEB0dzahRo7h9+zYrVqxgzJgxqFQqBEGgatWqbN++ndq1a/P777/Ts2dPmjdvzpNPPmmw/bULp1GnTh1ip7fF29ubnJwcFgz7naphc3CpXoesq6dwb9QJz6bdiQcY0xtefBHQ9OfRL44j+1Y81YcvRu7uQ1biOZzlcoIzj3H13j2uXLmCi4sLsbGxKJX2Xw9zfdIew1tLWRtKpUJKik5cTS7mkSlXQK4aBXABOApUBtKdXVn7+uu8l5hYQFztww8/pEqVKpw6dcqmXa5evZrVq1cbfLdv3z5ef/11oqOjqVevHkOHDiUxMZGRI0dSJ1+35JlnnuHUqVNmjXqALl266EqL6SOTydi9e7dN7SsqlkLLXRXlK8MyKkbFtO+Poc7VJGqokjOY9r0mtF8ywCUkyj/l64kkIWEHJSW88igwbNgwA8MbYH20bYZ3UfIibVGS1W67pMRp9PP6wHrOrZbSMiKtGSel9VDXv7+C5+yl0Tu7dcJvwXP2Mr5T3QJldIxRyASHFYe06kVLSYGVK+HNNwm7dw9fT09kMhnh4eHUrVuXw4cPAxAQEMDYsWORy+WMGjWKa9eucePGDQB69+5NUFAQgiDQoUMHunXrxh9//FFgnzVq1KB9+/Zs3rwZgN27dyNXeuFSvaCwo7Gd0a9pDTJO/kxgn1dx8qyMIJNTvW4TlgxpRvOgKty5c4cLFy4gl8t56qmnCiX6aG+kiCUcdTKm2PjzTwNxNaU6E5d8z/fXwDmgAdAc2CuIbGvwNJ/uOMKe+Fzde0xfXK2wHDp0iKFDh/L9999Tr1493feDBg2iXr16pKSkcP/+fYKCggxKSjoi2sgLc2+PDHUew746WKptKgpztp3UGd5a1LkiUzfFlk2DJCQkihXJ8y3xUGIqZHRyZCxztp1kdt+ildhxNHJycgzq8hpTHOFrUTEqrAiPAyXnjdanNNT8LUUFGPet0mqTFmth8cvCg0u8DcbnIDnDMK9YK6ZWQako8JuW4ih3VZKYO88yQeD3b36k9WsjdHoPX8kVfPLSOOLd3UAuJzU1ldu3byOXy6levbpuXTc3TXklrc7Drl27mDNnDufOnSMvL4/09HQaN25ssj2jRo3i888/Z+zYsaxdu5bwIcMoaKbD4rBgg8+3b98mOyuLo++PwMMoJUb9xAiuXLnC4MGDSU5OZvjw4cybNw+FwrS6vjnMleOzl4e+UkdKCuruPVCkp6E9wwIPSlP5KVzYoM4ixcmZn4Dw3DwCfzpFpsKLnFvxuvfYpiPxOnG1whATE0O/fv345ptveOaZZwx+i42N5dNPP8XdXSMY+fLLL9OuXbvCHnGpYEs00F8XkwicvsPhnzuAQWUCfXJFTck8SahNQqJ8I3m+JR5KzL2M76armRwZy6yo0smZDQwMZMmSJTRp0oQKFSoQHh5OZqZG0Xb79u0EBwfj7e1NmzZtOH78uG49QRB0YaugETeaNWsW8KAE0aJFi6hevTrPP/88WVlZTJ48GV9fX3x9fZk8eTJZWVma8LW1fxKzcjrxy8M5NOdZhj7bnS3/aMK7r1y5woABA6hSpQqVKlWiV/ho2i78hcq9X8crsLEuWmDOmn3c2DiLKx8ORvXVONJOPxj2397xAXf2fs7NzREcn/csC14eoFPCBU0pna5du1KxYkWqVavG/PnzAU3o5MKFCwkKCqJSpUoMGjSI3IwUi+fTEdT8y7rCgCkVZtAYs5Zqjxcntgx21XkiglCwdJ1SIWd5eDCxs7s59ADY3Hl2zUzjyVeG6dSp44EJuWo+FfO4nptH8tWrPPHEE4hWjNGsrCwGDhzIG2+8wY0bN0hOTqZXr15m1wsNDeX48eP8999/bN++nXnTXmF5eLCmHwoCPm6mr3/lypVxdXU1uCe1KBQKZs+ezalTp/j777/Zvn073333ne0nKZ/iMLwBnqxVwaH7RJGJjERt5r5Jd3LmzWpBLHqqLxuGTqXalu9RAxk5ebg3eJqMS0fIiItFzM1h14avSc8VaNOmjcltqdVqMjMzycvLIycnh8zMTHJzNfv977//6NGjBx9//DF9+/YtsG7z5s1ZuXIlGRkZZGRksGLFCpo0aVJsp6AksCdVobxXWTBVq15CQqJ8IRnfEg8l1sIg1x5KKLWX76ZNm9i9ezeXL1/m+PHjrF69mpiYGF544QW+/PJL7ty5w7hx4+jXrx9ZWVk2bfP69eskJSURHx/PihUrmDdvHocOHSI2NpZjx45x+PBh5s6dy+I9Z7n59/fIPSvh/9o6ak5Yi9fTI1iy9xy5ubn06dOHgIAA4uLi+HzHYU66PqE7d9k5eczYcoKNf5/nxMppuD/egZqvraNKv/+RtO9zsm8/CENPP/07Pu2GUumVdVzK8mT0q1MASElJoUuXLvTo0YPExEQuXLig87R8/PHHREVF8dtvv5GYmIiPjw+ZB1aYPF6lQkacA9VBtakWfAnu29j4L21j1tbBbnK6utyWQtSeZ+O0gz5n/kAQHyQzp6HxXFYB1Dm5rHrtNf777z+r28/OziYrK4sqVarg5OTErl27CqR66OPq6spzzz3H0KFDadGiBbVq1dL1w2dbP86g+i4mz6tMJuOFF15gypQpJCYmkpuby8GDB8nKyuLXX3/lxIkT5Obm4uXlhUKhQCazf1hgqaSSPfx9MancGkU2cf48bupMkz+552QTnZnKW6d/Z8Km5UyaPp3Kff+HTOGColJNKveZyt2fv+TKR0PJuHgYjz4zLYqrKZVKNmzYwLx581AqlaxZswaApUuXcuvWLcaMGYOHhwceHh4GZcEGT53Pup+P4lGxGl6VqnEo9pSBUJsjYm+qQnGU2ZOQkJAoLFLYucRDR1SMShfGZ4mIn06WjBGgJ6ZDaioTZ87E19cXgL59++oM5HHjxtGyZUtAE1I6f/58Dh06RIcOHazuQiaTMWfOHFxcXACNQNrHH39M1apVAZg9ezbjxo1DGNwKQeZEbupdcu7fROHji6v/EyTey+Tw4cPEJVwlunIvnnjvADJBQKjR0GA/GepcZn/yHW6VquPRpCsAztWCcKvXhvQzf+LcbigAbvVao6ihyRuU1W3H4V+/JipGRcaZ36levTpTp04FNAaE9pi/+OILPvnkE2rWrAlAREQEX9eqRaU+U8nUcw4pFXIWDDAdivuoUtblBW1VhPf1VpZ5W4tCaIgfkyNjDb4LvJuIu/rBJNnjwFSgNSBTZzHy5Enatm1rdduenp589NFHDBo0iKysLPr27atTkDbHqFGjWLlyJd98843B95MmTdKFpY8YMYKPPvrI4PclS5YwY8YMmjdvTmpqKk2bNmXPnj1cv36dl19+matXr+Lh4UF4eDgjRoyw2nZjzIkUKmQa0TVtWLpSISPDggqbCMzYcrzc9her1K1LmsLFoP/E5f+bpnChY7NQbjbtBkD/VrX49cwt3X3mVq8NbvVMe7qNMSWupmXVqlWsWrXK5G9RMSqW/H0Xr2dnoc38T5EJnEx1o65Ney4bCiOS6cjCft4W0nUkJCTKP5LxLfHQsXjPWauGNxTMUy0W/vzToPa3CFR+bSI0bAjt2uHm5kZiYiJJSUl8++23fPzxx7pVs7OzSUxMtGk3VapUwdXVVfc5MTGRgIAA3eeAgAASExNp7q0kt8UAkv9az83ItwHwCO6Bd6swFm/5i2xlJRJTsgHzoaO3rl0l4+pZriwPf3Be83Jxb9RJt4zM3Uf3f0HhQm5WBov3nOVZ2RWCgoJMbjc+Pp7+/fsbeNqc5HKmta/GNzH3HarESlSMioifTur6jI+b4qHTDrCHad3rFzBKzS1XnjGVnhLn41vAgJqX/5fu7IrbuHEGFRD0a2EDBmHl48ePZ/z48Sb33bFjR65evWrwXa1atVAqlQwcONDg+9atW3Pu3Dmz+1EqlSxfvpzly5cbLDNkyBCGDBlicv/2YE/pwqgYFVM3HTP7vNGKYz2Mea1jMgL5UDAdWSAKMrY3fFr3eUP0FZYOamrxPgucvgMovudRxE8nURuJe6jzRN1EdVSMijnbTupykh0lf1q//9kq/ufIwn4R/RqZve5tgyqWbmMkJCSKHcn4lnjoKLMZbTNiOk5ZmZrvb1zXLerv78/MmTOZOXOmyU25ubmRnp6u+3z9+nWdhxg0OeGgEV/562ISOa7edI7YTJdu91k3tjUJCQn4+vrqjKSKnV+Ezi+SfSuOGxtn4ly9LgcVLmTfu4mYl4sgK5jbqqVyNT+e6tiB8e+vNjm49tjxgcn1EpMz8G/qb1DzVR9/f3+++eYbk17CMd3NNqfUiYpRMW3zMYNB6d10Na/nD47KeuBZFpjyCBvTNqhiuT43UTEqk6X1tjd4mrd/WWlyHYWTHMLDS6Q9eXl5LFu2jMGDBxdKkbyksTXCQbvM65GxZidJ/8oPP3ek/lMU4UrtuqrkLEaHRbB6cwSCmIe7Oos0hQuiIGN0WATpzg8MwlxRJDTEj81HE6zm+Wq1TLT3pFIhY8GAJnafP3MT0skZ6gLlr7TfT9vsGCWwjPuftdKYjjwxqD2OaZtjDcr1tQ2q+FBOSklIPGpIOd8SDx22zmj7uNmn6GuVyEjUOabD3tQ5uZpQ9HzGjh3LF198QXR0NKIokpaWxo4dO0hJ0QiO1ar7OL0mLiDwfz/x+PML+fXAgQLb1BreAG4NO3Dv70h+P3GZgct28e677+rKw6RfOIz6biKiKCJzcUcQZAiCDOca9ZC7+5B8YDV52ZmIOdlkXjWsGatUyJkzYQTnzp0j5b9fODD1ac69143lz3hS3/W+Zt/Opg13X28lffr04dq1ayxfvpysrCxSUlKIjo4GNCq6M2fOJD4+HoBbt26xdetWW892qaD10hl7g0ATIvvmD8cLrvSIYK0EW1izWqXUEssUtuSguZzQNBc3RodFkOqsJE2hSftIU7iidnNHsWc3GCmKFwdpaWl4eXmxb98+5syZU+zbL21CQ/wY1spy/5iz7WQptcY6WnV/VXIGIhpNkRlbTtjUl/TXBThasxEtxn/HnGfG8Vmr55jzzDhajP+OozUbGaynvb/WjW3N8Fa1bC55CJrogSmRscWaP794z9kC5a/AcfOn54Y2Znl4MApZwfM2vFWtMp8ssEZoiB/n5/cmbuGDv+IyvKUyrBISZYvk+ZZ46LA1/2t230YWf7eb8+dxyzYtpuOWnQkXLkB+jnazZs346quvmDBhAufPn0epVNKuXTvat2+vyZV+agQ3ty4l5+BW3Oq2wiWoFWevGyqB63tDvNuEczc7nWvfTGAr8OoLw5k1axbPLP+bnLuJJO37gryMe8hcPPAI6YVrgEa9tupz75D08wpUnz8PgoD74x1wrfk4AM5OMp041pN79zJlyhSmTJlCXl4eTZs2ZdmyZQA84VeB40mGAxxB0FwHT09P9u3bx6RJk3Q56pMnT6Zly5ZMmjQJURTp1q0biYmJVK1alfDwcJ599tliuRy2YMmbpR00W1JyzsrJczgPXUlhfK5a1fax6JFbvOdsmZ8XUyUHZ2zRhJJba5ulCBqtAdXn9B8EJicS7+3Los3zSsTwBnB3d9eVJ3tYmBva2KJn0ly5pbLAlLp/hjq3QB83FZYtCBRYN91Zyab83G5zDGnpr/v/3NDGzA3V6F48Nn2HTWlVedh+D2rTaszh46aweD84av60PekQjwpFeSZKSEgUD4K1ciiOQLNmzcSjR4+WdTMkHBzjgY8ggLnurVTIOP1ez+JtwMqVpL36Gu4m1GzTFK64f/6JQS6oOdou/MVk3pqft5K/pnfWC2E0P+CJW9gbsH2gZszwVrV0gz1bKI5a4qWNuXrd2gkHc9fBGP11HlbMnasna1Uwa4ALwOX8flhWWLuGckGgVW0f4u5kFOi7tl5/7XaWDmr6UPeBkkCbs2yOuDLuP1qsPUeLq865dltDWvqbff7a0y+t3YNRMSre2nKcdAsieHKZwNKwphbfOdp3k4TjY2188bAgCMI/oig2K+t2SEiYQvJ8SzwURMWomLr5GLl64cGimJ9XIYB+1LBCJrBggH11S20yLsPDEcdPNLm+KAg254Ka8yKokjOsDlaNsVWV2pj10Ql2Gd/lUdHamjfLVm+OKQ/Yw0RUjMpkfm6GOpe4Oxn4meljjiBoZO0a5oqiweSBvhfIVlE57XYk75H9tA2qaHbyxltZzGlBRcDac7Q4DG9bjZ9p3esX0KAwh6V70JSWhSm0uYnTutcvkPMNmvepI+dPSxhi7pnoqNELEhIPI1LOt8RDwZxtJw0Mby15gJerwqDO8OIw+zxUpvL9JkfGEjh9B4HTd9By3j7Ngp6eTHt+gVEuqAupzkqmPb/AppDUwMBA3G6fsrqcJbRqqD179uSp7OMo5LbnCmrJE9EdX8i7e4ucE+aIOWbWBiH2GI8P68BFO0A3NzxPTM5gWvf6KBWGef9KhdwhBuSFmQDQn0wZbiUv2dR6Erazbmxr6lZ1N/lbcobaYZ4VnRpUKdHt23O/hIb4sTisqU2TE+nZOWafuYv3nLXJgFfniczZplE7X/xcUwOtFG+lwu73qUTZMOyrgwRaiOBwhMlSCYlHBcnzLfFQYCk/8F6GmtjZlvPrLGHKQ6rPjZRsWs7bR/TMrnQf9xwdKtTimeMHCExOJM7bl/1NOvL24BY2729QM382quR21SzVoq+GumvXLqJiVOzKV6PVR2YUDWCJu+lqpn1vn6Jty3n7uJFfwswYR8kxM+fN0g5CpnWvb1GR2dQ6DxvWBujaOt7aZcsy7cBUdEpgpcJFfmgnU+aGNqZZQMUCqsPW1pOwnX1TOhqk0gigu+cc5Vmx4/i1Iq3vrVTg7uKk65udGlTh1zO3Cn2/6EcaWYqG0r4XTZ1He/rq3XS1TttCMrTLH/rirKZwlMlSCYlHBcn4lnjoKaphZMsgRd/QvCM4G4jpVPN0tmvA0rZOZZq2bGgxx864PJi5kEVzxlONCprlrZVj0aLOFW0OrbZkeGtxhFBtU8J8+oMQW8ppGa+jxXiwU15LxFjr+/rnqiyvpTkRoSwz1Qesof/M0B6bLSkfD+skTEmjPcem8lH1IwpKY4LH1CROUcTfFDLBIWphGz9z7U1JKuvntUThsWR4+5UTjRYJiYcJyfiWeCjwVirM1igt6oyurYOUqBiVSWNN3zNuC0eOHGHNmolcu3YNdc1mVOr+KlmJZ7i9bSmeT/Xl/tEolIEh+HQZx53tS8lKPMtVMQ+3lQ15PGwqswa1IzTEj44dO3JW2QSPpt1JPfEzqcf24uJbn9Tje1G5erCr6Srmhvbkh3+ukmGDW0+bcy4IMKylaUG2qBiVVcNbS1l7CW3x2JrLZ5YLAnmiaHIdU16Gvy4mMeyrgzoDvLwI1Fnr+47SZnP5+4XBnBfIXF+wtl5p0XXZAc7fTNN9lgHLwoMd5hrZgiW9C/1na0l5xC0pQRcGb6WixA1ve8Te9M+vPZoGxutKPDw8TCJrEhLlBSnnW+KhIKJfoxKr52kqp9UUlurS3kjJtjl/et26dezZs4eLFy+Se1dF8t+a+uC5aXfJy0yh5surqNh9Aoh5VGvWncDxq/B9+RsEJ2dO/bDcoP6st15+Xta1szhV9KPmxPXU6jiYMWPGIIoiCwY0sen4tIgirD2UwKwow0GpduBqK47gJQwN8eOv6Z25vLA3f03vXKCvmMtnXjqoqdl1zHkZtN8XpWZwaVNeQhGLyzDw81aaVa431RcEG9YrDYwNb9DoXUwu5lrPJY09z4SSyLEvrkkcpULO8vBgYmd3K/E+oV+SzBrGER324AjPawkJCYmHAcn4lngo0IrQ6AurLQ8Ptkux29K2FwxojJ+FwYeXi9ym0MS76WomR8YWMFz1mTBhAv7+/lSsWJE33pxO+unfND8IMrzbDUNwUjDy6bpc+XAIvsGdyJW7IHNxo0LrcLISNF6byZGxHLp0x6BNTl5V8QzugbOTE/P/N4Fr165x48YNm47PFBuirxh8tpYbr09ZewltRf/caPtVUY0sSyrrjkZoiB/m5PqcTEx2lRXmDAOlwrZXnFIhI87MZIoWU33hg/Bgq+uVBsaGtz6O2K/MYetEp5bi9sYWx/ZKeyJmbmhjhreqhVzQ3I9yQaBtUEWbRBBtvz/Kx/NawjRaEVZbv5eQkChZpLBziYeGksw71d+2cU5zNU9nnORy7mfZPnBbeyiBZgGaF9/i74/Q7t9fCLybSPLNJK7df2DUDO78FO9Pu0tlDxduu3lRs3IFXYhyeno6xzcuJuPyP+RlpgIgZmcUyAfXInf3ATTqtSduatqamppa4PiiYlRE/HTSbBi/llxRZFbUCTZEX7E57FEAhw6zNkVx9ytzocuq5AxmRZ0okhBTcRMVo8JJJpjUDVgS1rQMWmQac/n7CwY05mh8klVdA1tLD5bkM6akUhHKU7hwaIifTddLS3F7YwtbmhE0z7YPyijMf25o4wITzbb0pwUDmlgNPRcEyjSqQ6LorBvb+qHRIZGQeBiQjG8JCTsxlbv9mJ31twFm/niCxnEn2BM5G0HMw12dxUKg4luv8XvlqrR/oT8JCQnU9PPjk6FPMnynoaja0qVLkd2/Ro0Ry5B7+JB94xLXVpuuM27MOguDW30Dw5QAkhYBbB4kAywvZ/mnJcGwrw5a/F3/fDqC0rM5wT5vpcKhrqWl/P3QED/mhjY2GZoNxZOaUlQs5RoXtW2OHC5sykDc8s9Vm9cvbm+sqUkcffV1cwjAMAfoR/rYMlGknexYdyjB/DGKjqPtIFF4JENbQsJxkMLOJSSKgUINcFNSWBk5G4/sDNzVWYBmELcyV021l4eSlJDAvHnzCA8PN7N6CkE1fHDz9CI3I4Xkv9bbvGsbq4wxrXt9zEUX27oNHzfFI2V4m6sN3TaookXVWVOUdTi6uYkXa1ERZYG1/P19UzqyPDy4RFJTioq5VITJkbHUeWun1bxtc7WywXHz9k1pH0zbfIx0W2q6lRCmUguGtaplMRReLgh84CD9qDDMDW3MB+HBurB1Yxx58kZCQkKiPCJ5viUeCUpaXdqUx8Qafc78gSAWHGgOBZ5VZ3G9QQOeDQtj1qxZHD58uMBykydP5vDhoZz+cAi4+eDWLJSM84fsbrulc6P9960tx3WDYq3auTWv96NawkQ7CNeG48sFgSEt/fn1zK1Cbc9U2HBpqKVbMvgcJ9vbPsq6JJo5LIWG5+SJvJ4fGmyu7fumdCx3auemJhws1ZQ3RUlEhpjqI80CKpoNz84TRYc9x7aibb+l0osSEhISEsWDINqYq1mWNGvWTDx69GhZN0OinBIVo2LKpliMx3XFPTg1ZRAt2HnKbOmtNw+s4pXoH8xvcPp0WLDA5v3Xm7mT7Fzb72etcfx6ZKyBF9vW3MWgGTvN5noLwOWFvXWfy0tprZLksek7bI4W0Me4hru5knbFHV3Q6J3dpGWbn0yK07u+EkXDUnqHFh83BZnqXIOygEqFjAUDmpTLe6mw94MxxvdHSWHuGpXW/ksD6Tkt8bAgCMI/oig2K+t2SEiYQvJ8Szx0GA8gbt7PKGB4w4NSPFA8nhNTHpPQEL8CAm0ACplA9aeeIO3f7bqQc33SFC6416lj876jYlR2Gd5KhZxODaqYNOJENOdl8Z6zFgdfQ1r6m/V+64cqlmQ+a3nC201hkyK+PgLQqUEVg++mmPHATdscWyznMypGxZxtJy0a3uUVRzUubKm5bKrvZKjzdP2hNI5j9OjR1KxZk7lz5xZ6G+vWrePbb7/Ft/N0ixMOd/Z8gtyjEt5th1jcXmEF0uzFnKjfw+QZdtTIkEcBR302SUhIFD+S8S3x0DAr6kQB4RhbBmaL95wt0Zdc9Myupl+sdZ4m45vFYMIekzs5gZlcb1PYmxc88Ck/Ig9fsbiM1kg+Gp/Eln+uFgg7nxvamMu3UgvkMRsPSC2V1jJ13qNiVMz88YTO+NOKGZXXnEothQkyEoEf/lHRLKAioSF+zIo6gbmM2OJIlY2KUTHt+2OorUzk+OjVjy8vOPIkUGiIn00VBkyRR8k/w4qTYcOGMWzYsALXAzSTkrmiSJ4IlbpPsGl7Appra+vxR0REcOHCBdauXWtXuy2J+klIFAVHfjZJSEgUP5LxLfFQMCvqhF3K2/qURikecx4F5b49ZHbrQW5OLu7qTNIUrsid5Lju3Q0eHjZv355j8PNW8uuZWzblV2aocwucV1F8oMq9bmxrqzP25tqmSs4oMGiOilEVCIMX0ezvh3+ultsQW4B7hRQp0xdds6RSXxzM2XbSquEN0LtJjRJtR0lg7yRQaRPRr5FV77c5ylM5MS3mjFnArokIkeKdfBBFEVEUkckK6tFKnmGJksDRn00SEhLFi6R2LvFQsCHashfXEsWp5tp12QECp+/Q/XVddsDyCu3a4XrzOu6ffwLTp+P++Se43rwO7drZtV9bj0HrlS6Owbr2nJtTmY6KUdF24S8W8zonR8bS8O1dPDZ9B20X/sKbPxw3u3yGOo8ZW05YVX52VIrSzxKTM1i852yx5Mhawtaw+MjDV8rddTDX5x3FcA0N8WN5eHCBl7KTTMBbaTnSoKQUqWNiYnjyySfx9PQkPDyczMxMg9+3b99OcHAw3t7etGnThuPHj+t+u3LlCgMGDKBKlSpUqlSJCRM0nuzVq1fTLv/59mywLy1ubCPtm+c5MT+Ut0f2oI7iLrGzu9Hx+mbu/r5Gt72U2N2ovhzLlQ8Hc/OHd8lJuaP77e8Zz/DFF19Qt25dvL29GT9+PKb0bHbv3s38+fOJjIzEw8ODpk01teo7duzIzJkzadu2LW5ubly6dIkzZ87QtWtXKlasSP369dm0aZNuO1lZWbzxxhvUqlWLatWq8fLLL5OR4Rj9SKL8YS5Cr7RSKiQkJEoXyfiWeCgwJ/xlC8WVs2eqjvD5m2nWDXAPDxgzRiOuNmaMTR5vrWGrNVo7NahSoByOgKa8lX7ZnAUDGhMa4lcsg/VcUWRW1Amz7dOWEbJGhjpPV2ooK8dy7HRZl94qCtO617dYssgSvt5KhzESQaNKXR6uQ5PZu3UTYeaeEI5USik0xI9LC3sTp/d3YX4vIvo1MvuyllEy5cSys7MJDQ1lxIgRJCUlERYWxg8/PBCIjImJ4YUXXuDLL7/kzp07jBs3jn79+pGVlUVubi59+vQhICCAuLg4VCoVgwcPLrCPvXv38vvvv3Pu3Dnu3bvHpk2bqFSpEgAJSem65TLij5H8+3dUfvZNao5fg5NXVW7/9L7BtrZv386RI0c4fvw4mzZtYs+ePQX216NHD9566y3Cw8NJTU3l2LFjut/WrFnDihUrSElJoUqVKnTt2pWhQ4dy8+ZNNm7cyKuvvsqpU6cAmD59OufOnSM2NpYLFy6gUql49913i3bCJR5JrE1ilrdJTgkJCetIxrdEucLY6NS+mMzVKAWNt7dtUMUC3ytkxasQbWx4W/veFOaOz3gZ4/q4P/yjYuBTfgaG9gfhwawb29qkV3pa9/oozBXw1sPaEmsPJZg0wE2F0RUXjmSE2oOpGsLLw4MNak/7uCkKXBdttII1I1GGRkFaa2w2fHuX3QM3ax5WfRz9OjSZvZv7WZb7YHkRzAoN8WNZeDBKheErW6mQFX85sZQUWLmSQ6NHo753j8ljxqBQKHjuuedo3ry5brEVK1Ywbtw4WrZsiVwuZ9SoUbi4uHDo0CEOHz5MYmIiixcvxt3dHVdXV523Wx+FQkFKSgpnzpxBFEUaNmxIjRqalIb/VPd0y6WdPIBH4y64VK+D4KTAu8MoshLPkHPvhm5Ca/r06Xh7e1OrVi06depEbGysXYc9evRoGjVqhJOTE7t37yYwMJDnn38eJycnQkJCGDhwIJs3b0YURVasWMEHH3xAxYoV8fT05K233mLjxo2FONkSjzrTNsda/L08THJKSEjYh5TzLeHQRMWozOb/6YuSmFPedneWM69/43KRN2Wr6Iq5/LBfz9yyueSNdnuWckz9vJV0alCF9dEJJtXitaw7lFBADK0kDTNH8lTai7mcUeO8d3M59FMiY80Krhl/Xxgl7Ih+jZi2+ZhNegDFcR1KUuHXkuEtQLkTzCqVfOM//0TdvQfqnFwSszOpIQjk1PBFsWc3tGtHQECAbtH4+Hi+/fZbPv74Y9132dnZJCYmIpfLCQgIwMnJ8hCjc+fOTJgwgfHjxxMfH8+AAQNYsmQJXl5epGfnInfRLJebmoRL9SDdejJnJTKlJ8rseywY0J3+c6F69eq6393c3EhNTbXr0P39/Q2OLTo6Gm9vb913OTk5jBgxglu3bpGens5TTz2l+00URXJzH77qABIljzWhTEef5JSQkLAfyfiWsIvSLIcRFaOyaghow5C1RueG6CvkiiJyQWBIS/9ypZBtq+hKceWuhob4sXjPWau1a5sFVOStLcd1aufGiGgE7/TPta+3skTy1cqLp9IcUTGqAgZ03aru7JvSUffZkpFlr6C5vUrYoSF+bD6aUEDB3hiFTCjydTA12fR6ZCxH45NK/L69LNUoL0hKCuruPVCkp6EAagDXRBGn9DTN9zeuk5CQQFCQxgj29/dn5syZzJw5s8CmDh48SEJCAjk5OVYN8IkTJzJx4kRu3rzJoEGDWLx4Me+99x5uznK0RRjlHhXJuXdTt46nPBchK5V9b/cnMNC+949gJkpK/3t/f386dOjAvn37CiyXl5eHUqnk5MmT+PmVj4kbc0jlrRyf8jzZLCEhYRop7FzCZkyFO5ekANbiPWdt8sBpjc65oY25uKAXcQt7c3FBr1I3vC3dTLacI1uNanMv48K8pE3lIRsbuKEhfpx6r6fF0H5jwbvC5jcrZILZUHf9nPXySFSMiskmPNe26AJo773CYM+kzKyoEyYNb/1oZ2+lgsVhTYt8HUxNNmmV7a3qJFhBypMsBJGRqHMeXI/WaGbnPwLS1Tls+d//OHz4sO73sWPH8sUXXxAdHY0oiqSlpbFjxw5SUlJo0aIFNWrUYPr06aSlpZGZmclff/1VYJdHjhwhOjoatVqtC0/Xqow/4VdBl4Lh/ngHUk/8TPaNSwx+qjqdU/fTqmVLAgMD7T7MatWqERcXR16e+amsPn36cO7cOdasWYNarUatVnPkyBFOnz6NTCZj7NixvP7669y8qZkQUKlUJnPMHZnSfp9LFI7yPNksISFhGsn4ljAgKkZF8Jy9urzRkHf36l7GljyzJYGtnlNHmRleFh5s9jdL58iaKrgI1Ju5k+A5e3ls+g7SsnJQyE3nBduLqTxkcwbukJb+BTeQj7HgnfF2TeUygyYtwFup0O17cVhTPtDLgdbmRccZ5ayXRyz1gfM30wzuNVPrFjaH3p77Y1206VJmOSI6AbDY2d2K5TpYmhQ4fzONYV8dLPS2LZ1rL5fCid499Jw/j1v2AzVzZ2ALsBqoqc4i8tdfGTBggO73Zs2a8dVXXzFhwgR8fHyoU6cOq1evBkAul7Nt2zYuXLhArVq1qFmzJpGRkQV2ef/+fcaOHYuPjw8BAQFUqlSJadOmAVCrohudGlTFz1uJW2Awgd1fIO/npawY15WLFy8WOsc6LCwMgEqVKvHkk0+aXMbT05O9e/eyceNGfH19qV69Om+++SZZWRpf/KJFi6hTpw6tWrXCy8uLLl26cPZs+crNNfc+n7rpmEXNEYnSxdHeebbo0khISFhGMFWOw9Fo1qyZePTo0bJuxkOPpTDv4a1qse5QgkkDUaD4wzhN1Xs2hVIhdxhvqKVa4+bOkS2h9aZQyAQ8XJ1ITleXarhg4PQdJr+XCwIXF/SyuO6jHuL4mAXFbS1ymcBSE15lW9Y1hQzsEuQyd31BY3wXJ20X/mJ1gq2w+7R0vor7OB4aVq4kffxrBga4lnRnV9w++0RTjUHiocCWZ4pCJhRLlEt5oKzeT5aeueBYzyvjVCFwrDGYPoIg/COKYrOyboeEhCkkz7eEDkth3mvNGN5QMp5nW2oaCwIO9dA3Z3iD6XOkDUO21/AGTaknN2enAirmJc3wVrVMfm/JK67FXD3wRwVb7pPcPJE5204Wal2lQmYQsl8iStjFyLTu9a2q6RfWq2LufPk5SJSMQxIejsLJdFSAiMC2Bk+XcoMkShJbninqPJGInwo+jx42HDUE31KqV1lQ2tGPEhIPK5LgmoSOwqhqlpQAli1t+WCQ4xoWxhifI63HuyiUhQqqNo++PAvblRXTute3qC6v5W56QWX/ad3rF/A4aFHIBRY/VzzeKTeFzKSwnpui+OdpQ0P8OBqfZHHSyh6xOH1Mna/yLtZX4nh6otizW6N2rs7FTZ1JmsIFUZAxOiyCf7ed5539caUebSNRMgRWsk0U01SlkfKOsZc7LSvHbAi+lpLyirs7y0nLNp1SZMukdmlSXGKvEhKPOpLxLaGjMArVA58qmfI3ltoiF2BpOTK8oWDelq1icpYoq1z3uaGNJWO7ENhSLszaulp1erkgkCuK+BXzQHD+gCZM2RRrUFpOJmi+Lwnmhja2aHwXdlCnf74e1TSHQtGuHYob15k37B2q3rxCnLcv2xs+Tbqz5lmjnRgyVwZRwnExNjgT79l+b7Vd+ItuvU4NqvDrmVvl9r4yVWXBHLmiyOTIWGQCumdicff9ef0bM3XzMXKNxgNtgyo61Hs2KkZlNhrR201Rqm2RkCjvSMa3hI5p3evbnX+8/lACzQIqFvvL15znypHCzI0RwGxOvDFFnSmWvHjFS2nl+2nLiGlTDkzhrTQ9kNGWAVMlZ+gE7m6nZplctijtg9I1Woe3qmXWAJcJAlExqkLtv1TqYhcCh9c+8PBgdcNnoKHlxUyVQXzUaDJ7t0E9eS8XOcfn9Cix/UXFqIj46aTOG+3jpmB230ZWr4E9BqcptMurkjMM7tXyOAlTGPFK4yFRcfb98jBRaOl9BZCamVPo57SExKOIZHxL6NA+OGdsOU6GmZrOxthTR9h40GlpBr08vJCMGWbGiBhmIk+6qHWwHXkSorxhamBa0gNKcyHXCplARL9GJtcZ9tXBAmXAsnLyeD1/UFRcbS1to3VuaGMu30o1WeIsVxRtuhYOb9DmUxZ9rSR5lMNNjQ1vgPtZuTSZvbtEDHBT4px309VMjozVGUbaSBjAalh1cVHeJmGKq88WZ993lIlCc8/RGVuOW1xPnSeWqz4gIVHWSGrnEiaxpsCpjy1q56ZUMo1xdM+2LcyKOmFTPnRhVc6hZNTlH2XMqW77eSv5a3rnEt23PUajpXvSx01BzDvdSqqZpUJUjIqpm44VKFsH5q+FZp1Yco1WcVSVZksK746kahzy7l6T2gPGlMY94qiUZmUAsK06AGj6flFTmuylPL2TbD2P1rC171uKVnCkSUNTYzRtVRVbngWO1gcktXMJR0byfEuYRJtTagu25B7bEupV3mbQTWFrPrT2GPVfyvp5ZZYw5UmXKDzmPBiq5IwSD6UrLo+HLYMjRyc0xE/nxTfG1DWyVNpPnafJ1Xw9MrbMB7X6WPKWBU7f4TAG+Oy+jWwSB5RSX0oPWz2t9hjebgoZGeq8QpUx1Kes9EcKgyXxSluxNe3LUrTC0fgkfvhHZRAFo41i8FYqiOhnPZ2gODE1RlPniTa/W8pTH5CQKGsk41vCJLYa3mDbAMzWmeZHKYzR2PB6zEq0gT3K4j179mTw4MGMGjWqyO00R2BgICtXrqRLly4lto/SwFIKgHYwZGtuZVFwJC9IWWHuWhg/jaJiVBaF2vTXc6TQ7qKmmxQH2n5mqh11q7qzb0pHQkP8bDK+y/p8PkoUd99RKuQMeMrPwAAs7HbK0ySMts/O2XbS7klLAaigVJCcYRjuby7X31r5VnMkZ6h11VBK6x4rytirvPUBCYmyRqrzLWESW+vhtg0qXrE1rcDSo4il2sRxC3tzcUEvm9VPd+3aVaKGd2kSGBjIzz//XCLbjopRkZaVY3W5u+lqpmyKLbG+aUudWUvVvsyJtJU3AiuZf+60nLdP9/+3rOQgGuMotWjLeoCq389Mcf5mGrWn77Cpnz/qNdO9XEzXRDf3fVGZ1r0+ClnR6z4LaK7dggGN+fXMrSLngpfXVLFUG577+rg7y/kgPNhk6TVtrr8xRTFo1XkiUzcdI3D6DoJm7CRw+g7aLvylxN5BhfVca/tSeewDEhJlhWR8S5hkWvf6KBWWBxFtgyqybmzrYt2vVmDpUTTATZ3zR3lGOSfHvsGRvWgNEVvr2OaJmjSBksBUyJ+xwbg4LNjkujIwK9JWnoiKUfG3CdE1LTdSsnX/N1WL3BqOEFVT1AFqVIyKtgt/4bFCDsRtSf/JA2ZsOWFxskdG2U8klDXH5/QoYGiXpNp5aIgfi8OaFnk7lxf25q/pnQkN8SvyPeHuLC+XRtecbSdRGwtFWGFe/8YWJ/CMxfeg6KHY2ghE7b+mJmWLC1vGfFrkgsDwVrWI0+tLEhIStiMZ3xImCQ3xY8GAxvh5KxHQeNZ83BS6WfPl4cHFbnhrcRQvVWljfM61M8pH45MInL7D4K9ix+dp08UwP3TSpElMnDgRgI4dO7Jy5UoALly4QIcOHahQoQKVK1cmPDwcgLi4OARBMDBy9de7ePEinTt3plKlSlSuXJlhw4aRnJxs07FkZGQwdepUAgICqFChAu3atSMjQzPQ++mnn2jUqBHe3t507NiR06dP69YLDAxk0aJFNGnSBHd3d4YMGUJCQgJ9+/bFw8OD999/H4BDhw7Rpk0bvL29adq0KQcOHADg77//pnLlyly5cgWAY8eO4ePjw5kzZwq0sTAlZ2w11O3F3CBY//vQED+Whwfjo1dT1VupYFl4+ap5b47Fe84WOffUEuU9J7HJ7N1Mjow1iI6Y9v0xuwbithpbGepc3F0UJgcIChkl3uciIiIYPnx4iW1fn88//5xq1arh4eHBnTt37Fr3+JwexC3srfsryTJjoHkGxC3sbda77uetpJqns83bK8o9IZcJzOvvOHWo7cGecHOFDJbn93d7JytKYoIqQ51bIpPA+uMPSywPD7YrCk9CQqIgUs63hFmKSwyqMLO0juClKguMz7k5USm3hu05tPIVNvx5liHt6pObm8umTZv48ccfCyz79ttv061bN3799Veys7OxtXKAKIrMmDGD9u3bc//+fQYOHEhERATLly+3uu4bb7zByZMn+fvvv6levTrR0dHIZDLOnTvHkCFDiIqKomPHjnzwwQf07duXU6dO4eysGTRu2LCBHTt2ULlyZZRKJQcPHjTILVepVPTu3Zs1a9bQo0cP9u/fz8CBAzlz5gxt2rRh3LhxjBo1ih07djB8+HDee+89GjRoUKCNjtTHzOVzGg+OHaUkTUlQktfDkSJI4hb2NqmUbUlsreW8fSY9a+pckTnbTtrcJ+zJG76XoeaD8OCHWodArVYzZcoUDh06RNOmRfcq28qBAwcYPnw4V69eLdT61oz82tN3YCo2xNiwKor42FIHrCZQHFi6D+3Nuw8N8WPz0QSTZRSLQnKGukTEQLXvF0tK/g/jNZeQKG0kz7dEiaIN7bUXb7eHI4e1qGyIvmLye6cKVXGuFsQ7H60C4JdffsHNzY1WrVoVWFahUBAfH09iYiKurq60a9fOpn3XqVOHrl274uLiQpUqVZgyZQq//fab1fXy8vL45ptv+PDDD/Hz80Mul9OmTRtcXFyIjIykd+/edO3aFYVCwRtvvEFGRgZ///23bv2JEyfi7++PUml6Bn7t2rX06tWLXr16IZPJ6Nq1K82aNWPnzp2Axmt27949WrRogZ+fH+PHjze5ncJ4fXxKqF+aCvkT0Hg3g+fspdE7u3VRD8Fz9j6UaRn2XA93Z9vCI/UjSBxp0KjvLdX+WUI/5N4Ye7x49oSW+norCQ3xY1r3+lRQKnRqzCHvGva/kk4PKUlu3LhBZmYmjRrZn7YhiiJ5efanP5QGy8KDbUphCg3xY+BTjnNflBbmNDKsaWdYmsAzFY0w7KuDBQzvYkjbB+zXvbAHc97vR13nQUKiuJCMb4kSpTChvQCpmTkPpYFhL8aq8+5Z6YQf28ObB1bRvkIVrh/eA8D69esZOnSoyW28//77iKJIixYtaNSoEd98841N+75x4waDBw/Gz88PLy8vhg8fzu3bt62ud/v2bTIzMwkKCirwW2JiIgEBAbrPMpkMf39/VKoH19rf39/i9uPj49m8eTPe3t66vz///JNr164BmsmG0aNH899//zF16lQEwfRoxx5DBEAhF5jdt2Ryq41D/gQeKHwnZ6hJy35wD2mVcB+2+2Na9/pYGpcO1yuxN69/Y+RWRrHDW9XC11tJYnIGi/ecfejOV2GwNbRUa6hFxaiYEhlrkG5xN11NWKcnGTnpLV16SE5ODgsXLiQoKAhPT08ef/xxgyic1atX065dO9544w18fHx47LHH2LVrl+73y5cv06FDBzw9PenatWuB54y1VJXFixfr2jJmzBhu3LhBz5498fT0pEuXLty9e7fAMZ47d4769TXGlLe3N507a2o2//333zRv3pwKFSrQvHlzg4nBjh07MnPmTNq2bYubmxuXLl3izJkzdO3alYoVK1K/fn02bdqkW37nzp08/vjjeHp64ufnx5IlS0hLS6Nnz54kJibi4eGBh4cHiYmJFq+HvZhLYTI1AfXrmVuF2kd5Tg2L6NeogHidQiZY1c7Qpv4YP3lM5fqbMrxBox1SHJO4hdG9sBVJf0ZComSRws4lSpTChpKq88RyX/O7ONCv/d3s6klWb45AEPNwV2fR08mZhjnZXN2yhR9//JGDBw+a3Eb16tX56quvAPjzzz/p0qUL7du3p0KFCgCkp6fj5eUFwPXr13XrvfXWWwiCwIkTJ6hYsSJRUVFMmDDBapsrV66Mq6srFy9eLBDK6evry4kTDyIhRFHkypUr+Pk9uM7GxrLxZ39/f0aMGKE7JmNUKhVz5szh+eefZ+rUqRw5cgQXF5cCy2n7lrmyS8Ysfq5kwyy1IX9tF/5itT0P4/1hrbyVfo6h8bXTv0+8lQr6NK1RoIauI5Qbi4pRmTzG5UXIobZX6d5U6oK5MnfBc/aaDF8WRdi8KZJzhw9QuXJlnJycCAoK4o8//qB69eps3ryZ4cOHc+HCBWrUqAFAdHQ0o0aN4vbt26xYsYIxY8agUqkQBIGhQ4fSunVr9u7dS3R0NL179+bZZ58FsClV5YcffmDfvn3k5OQQEhJCTEwMX3/9NQ0bNqRXr1589NFHzJ492+AY6tWrx8mTJ3nsscdITk7GycmJpKQkevfuzUcffcSQIUPYvHkzvXv35sKFC1SqVAmANWvWsGvXLurXr09aWhpPPPEE7777Lrt27eLEiRN07dqVJ554gscff5wxY8awadMmnn76ae7evcvly5dxd3dn165dRQo7twVbU1QK+452pLQde9F/ftibUmHrebUUap6lzkWpkBdZab6kKMr5kZCQsI5kfEsUGf2Bm5MMbJ2Q9ct/oL8eGWtSaKk8v9yLCxcnGRnqPNyz0lm9OQKP7AfnJDAnm47A6LAwHnviCRo2bGhyG5s3b6Z169bUrFkTHx8fBEFAJpNRpUoV/Pz8WLt2LePGjePbb7/l4sWLuvVSUlKoUKECFSpUQKVSsXjxYpvaLJPJeOGFF5gyZQpr1qyhWrVqHD58mCeffJJBgwaxcOFC9u/fT/v27fnwww9xcXGhTZs2ZrdXrVo1Ll26pPs8fPhwmjdvzp49e+jSpQtqtZpDhw5Rp04d/Pz8GD16NGPGjGHhwoX06NGDt99+WyfUZox2IBUVo2La5mNma7IOb1XL4eqtqpIzSiTvryzxM5NTacpTa2kQ3HbhL2bV48vqfJkzvEFTT/5ofBK/nrllcrBbzdPZbOh5cSjdmzPI9T3e7lnp9DnzB4F3E5menYF7ywEGUSphYWG6/4eHh7NgwQIOHz6sM6IDAgIYO3YsAKNGjeLVV1/lxo0bZGdnc+TIEX7++WdcXFxo3749ffv21W1LP1UFNHoSH374IX///TcdO3YE4LXXXqNatWoAPP3001StWpWQkBAA+vfvz/79+206Dzt27KBu3bqMGDECgCFDhvDRRx+xbds2Ro8eDcDo0aN1Yeq7d+8mMDCQ559/HoCQkBAGDhzI5s2bmT17NgqFglOnTtG0aVN8fHzw8fGxqR2lSWHrh5d3AcOy1M9IV+exPDzY4mRj26CKFg14MwFdxcbDrC8iIVHWSGHnEkXCuD6xLYa3Qi7grVTowkErmPHclPeXe3GQkX9C+5z5A0EseHKHAvvz8hhar57ZbRw5coSWLVvi4eFBv379+PDDD6lduzYAX331FYsXL6ZSpUqcPHnSwAiePXs2//77LxUqVKB3794MGDDA5nYvWbKExo0b07x5cypWrMibb75JXl4e9evXZ+3atbz22mtUrlyZbdu2sW3bNp0HyxQzZsxg7ty5eHt7s2TJEvz9/dm6dSvz58+nSpUq+Pv7s3jxYvLy8vjoo4+4efMm7733HoIgsGrVKlatWsUff/xhsb3aMj7GRp62pEppKrva0+/LqixfUUtemaO4wh1tUY8vbayF6a47lGC2znv0zK4mVayL4jG3hLFWR7OrJ4n+bBTv7F/BK9E/4J2Zwhe/fgN//qlb5rvvviM4OFiXCvLff/8ZhI9Xr15d9383NzcAUlNTSUxMxMfHB3d3d93v+qkptqSqaA1vAKVSWeBzamoqoBGw1NZMDpqxkyV7DasgGO9L2xZzaTHx8fFER0cbpMCsW7dOF0H0ww8/sHPnTgICAujQoYPZ6KSypFODKnavI4UgFx1r9+26sa2JW9jbIN1Gn2EtTX8vISHh+Eieb4kiEfHTSbtCp3zcFKRm5ug8KqrkDBRyAYVMMPA6Si93Q5X4wLuJuKuzCiwzIv+POnUMvteW3gJNzrc5z2/Pnj25fPmyyd8aNWrEP//8Y/Dd1KlTdf+Pi4sz23alUsny5ctNKqP379+f/v37m1zP1DafffZZnfdMS8uWLU2Kv02aNIlJkybpPvv6+nLrlm05jWU5068fPWJuMsoUZeHNbTlvn4EXVivEBUUP6S6ucEdb1eNLE2uGv3HMhfG1jZ7ZtYRaVhB9rQ5TUTcC4JaTjbp7DxQ3rhN/5w5jx45l//79tG7dGrlcTnBwMKJovXhcjRo1uHv3LmlpaToDPCEhQZduYkuqii0YV47IFUWiYgxzrX19fYmPjzf4LiEhgR49HuTz6qfB+Pv706FDB/bt22dyn82bN2fr1q2o1Wo++eQTBg0axJUrV8zqUJQFtuR8K2RQ1UsphSAXE9pUEXPe7bZBFXX/1078boi+Qq4oIhcEhrT0l0p9SUiUYyTPt0ShMQ5LtIbWo2Uc2qvOFfFwdbJJHOZRQt9TFufjS5qiYN4yQLrCtYDxLVF+MI4esbeWeGl6cxvM3Gk2/Hna5thi2UdoiB9/Te/M5YW9+Wt650I9BxxRMKgwhn9Zeer192su6gYgW53D/8JmErp8PyICVapovKirVq3iv//+s2lfAQEBNGvWjNmzZ5Odnc2ff/7Jtm3bdL8PGjSIHTt2sH//ftRqNUuXLrWaqmIKUyUbjenVqxfnzp1j/fr15OTkEBkZyalTp+jTp4/J5fv06cO5c+dYs2YNarUatVrNkSNHOH36NNnZ2axbt4579+6hUCjw8vJCJtMMuapVq8adO3e4d++eXcdQEljrYzJgcVhwke/JRw1zHmt4kCqybmxrA0MbNIb3urGtDb6bG9qYiwt6Ebewt1RjW0LiIUDyfD9imBPWKQz2qp1mqHPNesmT09XEvNOtUO14WNEfFG1v8DRv/7LS5HKiIEB4eGk1S6IImLr/ClsRQEtpeXNbzttHZq55T2YJiu/ajb0e9OJ8LppjWvf6FnM8TeGqKJv5cf3IAXNRNwDu6iwCkxO569INr+ahNGvREheFEyNHjqRt27Y272/9+vWMGjWKihUr0rp1a0aOHElycjKAQaqKSqUiODjYaqpKYalUqRLbt29n0qRJvPLKK9SpU4ft27dTuXJlk8t7enqyd+9epkyZwpQpU8jLy6Np06YsW7YM0IizTZgwgdzcXOrXr8+6desAaNCgAUOGDKF27drk5uZy6tQpfH19i/14bMFSzref5OUuNFoDeV10AtoAEDeFjPkDmhicT2NDu6QxVmE3ZexLSEiULIItYWFlTbNmzcSjR4+WdTPKPVExKqZuPkauCVEpb6WCexlquwaej03fYVIorTD4eSv5a3rnYtqaZbouO8D5m2m6z3WrurNvSsdS2bc9GKteG6udpylcEAUZz4dFsHnt/8qwpY8GRTXQtB7u4lS4VSrkpRIlYq5sjjHW6lU7EtrrqUrOMCjtBiV3Xi2JrpmjtDUHwLCvhh/bwzv7V5g0wNMULsx5ZhybmmomTkvzOW4vgdN3mP2tPPXb4sbUc6m0nisStlMcE4TmnuMPowEuCMI/oig2K+t2SEiYQvJ8P0K8+cNxk4Y3YJCDbWtJnsKopCoVMnJyxQKh58aiLyXliTLOVwU4fzONrssOOJwBPq17fYNB0dGajWgx/jv6nP6DwORE4rx92d7waXyqVrSyJYmiYjxALUzpKnv1EbR5gdp708dNQe8mNcwqYpcUUTEqmwzv8oTx9bSWb11cGOsK2FJWbl10Qqkb39o2To6MtRJ1I2N7w6d1nwujmi1RtkhlpcoGe8Y4xfH+AfPlzx6257uEhKMjGd+PCFExKrJybIsLtXXgaWwc2kKmOs+kt3ztoQTWHUpgWKtaNAuoWCwvGmOiYlRm81X1PeGOgvGgyNtNQapM0HmZoOzzWB8VTIWGZ6hzeX1TrM6T6a1UENGvkck+Ouyrg3blcgtAn6Y1HCK3z9b0EuPcRUdmxpbjukoC5ijpfOuoGBVpWTlWlyur4LTQEL/8yAAYHRZhMupmdFgE6c4P0h7kDiQkZowt4laPKlJZqdLFXmPa3PtH+2y2xYgvi6oYEhISppHCzh8RbPGw6CMAl20IxTM1ewvowjkLg8JMrfCihjRaOwflIfSwNHJTH6Z2FReFSbGQCwIe0V/iWakaV4OeJfPKf9zZ/TF+Y7+0um7mlf+4u/tjIn+OLtR5HD16NDVr1mTu3Ll2r2uMLcdemmGLth7b/PnzuXTpEitXGnptjVWvzaGdTLGnXzdq1IhPP/1UV3/aHFExKsK7tcGn68u41mpitS1l9WzSNxLcsjMKRN3oG95a9EP4fdwUzO5rekKqKG0q7LNGyneVcATMjUXMjXHsef+YSxl4GMY/9iCFnUs4MpLn+xHBXi+OrSJO5mbMQ0P8LObYWcKcQ6oonqioGNVDERLpiB6KqBgV074/hjpfjEuVnMG0748BRS895SgUJsUiVxS5eCsNeeZ9fILA1f8Jmwxv0CxbY+yXugiUwMBAVq5cSZcuXQrT/CJh6direTqXagkscxw4cIDhw4dz9epV3XdvvfUWHTt2ZOXKlbz44ou67zdEX7Fpm+rcPLsjcE6ePGnTtiN+OkmNMZ/ZtCxoJgzKIgrCMPoG/urwLKpKSothqvpGwt10dbE+C0x5DCdHPog+MWVMz4o6YVCmqSxy6CUk9DH3PFUlZxAVoypwr9jz/jEXuWhpfSn6Q0KidJGM70cEex7ejhrKXFhVZ+2AzRJ1q7oXatsPO9a8TA1m7jSpgK3OFZmz7WShBtyO6EUvTIpFcVBWpaa0iKLI1K51mRlVMF+9OL2GOTk5ODkV/+vodmoWC3edZt6FHbq+lGtjtFdadsFrXRy54PaWaATNhEFZGYzGE36zok7YlSOqzhWLLX/eWmWAvy4mMeyrg7p+aaq2t/ZzWZxPU1EXMmBZeHCZP+MkHANTE3z2vn8SkzNsFskECGtmviyahIRE8SPV+X5EMFX3Vh+lQlbsNba1glHFQVEmBKwN2Kp5Ojuc2JojYFx/Wutl6rrsAGDe8NZyN90+A8PcPmdsOVHm+WqhIX4sGNBYV4veXG5r9o2LXFs9iYQPwri1dRFizgONgcyE41z9dJTuc9b1CySumqhZNmoBt7Yu4u7vawyW9fVWMmLECBISEujbty8eHh68//77AISFhVG9enUqVKhA+/btbfa6rl69mrZt2zJhwgQqVKhAgwYN2L9/v+73jh07MnPmTNq2bYubmxtNKmQxPkRJ8g/vcOXDwdz4+mXCfK7oDJydO3fy+OOP4+npiZ+fH0uWLNFta/v27QQHB+Pt7U2bNm04fvy47rfAwEAWLVpEkyZNcHd3Z9GiRTz33HMGbZ00aRJDhgzhySefxNXVFS8vL9atW8enn37Kl19+yd27d+nRowedOnVCpVLh5OSEu7s7iYmJPB7SkpP/HOLi1o+JX/YcMV+9SXi3NsQvCdX8LRvItdWTyLzyH1c/f4F70VtI/GYCCR8M0l272zs+4M7ez7ixaTYJy57j+tppJFxNZPLkyfj4+NCgQQNiYmIMjunnn38GICIigkGDBjFy5Eg8PT1p1KgRR48eZc42zXW6+vkLZMTFApD85zpuRS3k9valJHwQRuLKV8m6dl633fRr5wkJCcHT05OwsDDCw8OZNWuWTde7OImKUbHOhpB9Y4prEsmW7egbHObaamv0Q3FiLt0hD42wXVk/4yQcA/1cbi3G7x9rOMnsE1Gzt2yshIRE0ZCM70cE/Yc3PDAe/LyVLA8P5vR7Pbm8sDd/Te9cbDPwEf0aoZAVXoDHx01RLBMClgZsy8ODHSJs1hExN2lx/mYaw746aNHwLs59ZqhzmbHluJk1So/QED/+mt6Zywt7s3RQ0wK/i7lqbm6Zi3ujTvhP3IBb/bakn/vb5LbEXDW3fpyHR+Nn8J+4AfeGHUg/d9BgGUHQTJqtWbOGWrVqsW3bNlJTU/nf/zRl5Xr27Mn58+e5efMmTz75JMOGDbP5WKKjowkKCuL27dvMmTOHAQMGkJT0YLC2Zs0aVqxYQUpKClWqVGHRpOF88NYEslLu8vfen1i1eBanTp0CYMyYMXz55ZekpKTw33//0bmzJmcxJiaGF154gS+//JI7d+4wbtw4+vXrR1bWg5JVGzZsYMeOHSQnJzN48GB27txJSkoKALm5uWzatIlff/2VESNGEBkZyfz58xFFkT59+vD6668TExPD2LFjCR67CLlHRVzqtEL0a0K7j2JIqlAPmVsFKnZ9mRqjPyTzygm8O4+lYvcJVGgVhpO7D24N2nFr60JAJP3sH1QNm4Pfy1+TffMyqSc0RnT6mT/xbj8C/4nrQa7g1vppPPnkk9y+fZvnnnuOKVOmmD3PP/30E4MHDyY5OZl+/foxYcIEs5NS6ReicW/YHv9JG1HWbUHSvi90feX2j/MYPXo0SUlJDBkyhB9//NHma12cLN5ztlDlJYurFr0924mKUZltq63RD8WJNYNfMoAktJgas+i/fyyhVMjNpu7Zsz8JCYmSQzK+HyG0D++4hb25uKAXccVsbJva3+Kwpla9heZwc3YqlgkBcwM2P2+lFOpnAUsvZFtm1QsT+WAuNSJDncesKMupA6WJqX6TlXgW8nLxbPYsgtwJ9wbtcKleF9DUapbl+yzkgkAH77tUcJHR4JlwZHIn6rZ8hpr1GuPl6oQAVPZwoYJSYbF/vvDCC3h6euLi4kJERATHjh3j3r17NrW/atWqTJ48GYVCQXh4OPXr12fHjgcaDaNHj6ZRo0Y4OTmxe/duAgMDef7553FyciIkJISBAweyefNmABQKBadOneL+/fv4+Pjw5JNPArBixQrGjRtHy5YtkcvljBo1ChcXFw4dOgRAenYuN2t14ulPj9Nwzi90+Pw/qPQYs5Z/A8Avv/yCTCZDJpMxefJknn32WSZMmECLFi0ICAigW7dunDhxgi/iK3EtNRcQqNA6nKyEE+QBmTkPJnHSTv+OsnZzlI+F4Nm4CxXaDkHMycbFtz7kqDXX7al+OHlWQq70xK1OC7JvXgLArW4rXKrXQXBypkLDNlSu4MHIkSORy+WEh4cbeL6NadeuHb169UIulzNixAiOHTtmdlnXmo+jDGqOIJPj3qgz6luXAU2/cnUSmDhxIgqFggEDBtCiRQubrnNxU5hBukIuFFsak7UILi1RMSqmbjJ/rstCld2awa9KzqDtwl8kD7hEkSarFgywP52iuCbHJCQkbEMyviVKFGveQksU12ysqQGbo+a1OxJFeSErZAIR/RrZvZ6lIbEtCtWliY+bZnLBPSud8GN76H14C1VkTnhkP+i38gpVAU1+6fqXWlG9gisXF/SiV5CSoMBa/D3jGd0EU7vg+oxqE8jlhb35ZOiTuFowMnJzc5k+fTpBQUF4eXkRGBgIwO3bt21qu5+fH4KeARIQEEBiYqLus7+/v+7/8fHxREdH4+3trftbt24d169fB+CHH35g586dBAQE0KFDBw4ePKhbb+nSpQbrXblyhcTERKJiVNxNzyZXWcmgXcqGHVixag2NXt/M1OcnESQ64efsjJCayq5du2jVqhX//PMPS5YsYefOnVy7do1D3y3i1tZF5Kbe4fr6N8nLSkPMM4yeyE1Nwin/WmT/G8W1r18lNy2ZG5vnkJeVjpiXh9zdR7e8oHBBzM4EwLtSFV0EznMtalMn4MGEiFKpJDU11ex5rl69uu7/bm5uZGZmUsHZ9GtX7u7D8vBghreqhZPCFTEnG5mYR+vqAg2DAgyul/71KU3sfSa4KWQsfq5psU1yGkdwmWNyZKxFY3dIy9I/f7YY/PppNlExKtou/IXHpu+QjPJyxnvvvYcgCAiCgJ+fHy4uLvj4+FhfEYhfEsqx+QMsLqMwM3JXyKwLG8Yv6kPyoR80/18cypUPB+vGQgEBAbp279u3jyFDhug+t279cFQFEAShliAIqYIgWJ/FM7+NaoIg/C4IQoogCKIgCHUEQVglCMJdQRAOC4LwtCAIBUJZBEGIEARhrd7nYYIg7NX7HCcIgt2qqoIgvCIIwo3846pk4vcvBEF4297tFgfmzkVZIAjCW4IgrLRhuRI/X5LxLVFqhIb4MbyV7cIexTUba5wvVZx57Q8zRZmcWBxWuAG3IxU+tDb4nd23Ec2uniT6s1G8s38FIy8chvs3OfTpSJpd1eT15t6/ZXLbNWrUQKVSoV/q8coV82GpgtHAff369WzdupWff/6Ze/fuERcXB4CtpSON952QkICvr6/J/fn7+9OhQweSk5N1f6mpqXz++ecANG/enK1bt3Lz5k1CQ0MZNGiQbr2ZM2carJeens6QIUM04csimth6PdwatCM74RhbPh1Jguo0L15L4Gp8PClVqzGwf3/eeOMNnnzySd544w169erFwYMHUSddpVK38cg9KlF96CLjMweA3KMiOfduIl47TdrRH3n/029w8vChWthsZC5uZs+Tm7NcNyHy1/TOhNSybQBtiXf6Pm4yHeexyu6EhvgxN7Qxv7/ZCYBz83oyuV9Lu/pKSWKr5xk00R6n3utZ7M9Z7YTu8vDgQq3v7iwvE7E1Ww3+DHWuTsHd0bQvJGzjvffeQ6lUIooiKpWKrKws7t69q/tdO3FrjCDAj0fiSL2fDED//v0LPPsBFocFm1xf+72t6uUB06L44e8zhIb4cfv2bRISEpg0aRKiKNK1a1ciIyOpUaMGoijqJlXLG8YGrSiKCaIoeoiiaLd6qiAIBwRBeBF4CbgNeOX/1AzoCtQURbGFKIp/iKJodQAliuI6URS72dsOozYpgGVAVSBYFMU7JvbzsiiK7xVlP3a0RxQEoY7evm06F6WBKIrzRVF80YblSvx8Sca3RKkyN7Qxy8ODDQzh4a1qlbhnWt8DX5Kh9g8ToSF+dqvAu8oF4hb2LrfnNypGRe3pOwicvsPq4De0jherN0fgkZ2BuzqL1oAC+EadyVebZpNz8gBZ186Z3E/r1q2Ry+V88skn5OTksHXrVg4fPmy2XdWqVePSpUu6zykpKbi4uFCpUiXS09N566237DrOmzdv8tFHH6FWq9m8eTOnT5+mV69eJpft06cP586dY82aNajVatRqNUeOHOH06dNkZ2ezbt067t27h0KhwMvLC5lM81oZO3YsX3zxBdHR0YiiSFpaGjt27CAlJcVsVIuXXMEzeXlMUGfyGDAYzTn9LDODrKwsTsfGcuTIES5cuMDevXvJzs5GcHLBybs6uRn3ufv7dwbbkyucUWbexqPB02ReOsrTnrdwc1Fw99SfVPR0Q3HjFHnZGcgEcDIa48plAk/4VbDrvNrCs/npOE4yQfcM7NGoOk39vU0ub29fKUmMJzLNpZaURjmv0BA/g3eJraHkCrmsTIzYuaGN7Zp8NsaUENfDwsPm5c/JyaFGjRpmf8/NNZ2UXaeKu03vTuO+r9Xu0a67bmxru8uHbd++HdAIRWoRRZHg4GC7tqMlOTm5UOuVEwKAU+KDGVE/IE4UxbQyaEs1wLUwKwoaHgk7UBAEh6ru9UicdAnHwtgQnhvaWPJMOyj7pnS0+BL381YSt7C37u/MPNMGXHFRkoOyqBgVkyNjMadVU2DwGxmJTM8b6QxsAVYDtdSZeBzdilu9NjT288IYZ2dntmzZwtdff423tzdr166lT58+uLi4mNz3jBkzmDt3Lt7e3ixZsoSRI0cSEBCAn58fjz/+OK1atbLrWFu2bMn58+epXLkyM2fO5Pvvv6dSpQLRagB4enqyd+9eNm7ciK+vL9WrV+fNN9/UCaetWbOGwMBAvLy8+OKLL1i3bh0AzZo146uvvmLChAn4+PhQp04dVq9eDYC3Gc9PnzN/MEgm42dgKA/O6UY0dTHnLVqETCbj5MmT9OvXjxYtWuAqy+H6uv8hyJ3IuqLRBchJ1Uz+N2rYEDfVUdK+n06Prp3595dt3Llzh7lz53L77j1S85yQe1YmTwQEjTEpAJ6uCoL9valV0bxXvCiEhvhRvYIra19syV/TO9OgRsE+osXevlLS6D+/Y2d3M2kElJZnWb8teTZGfSRnqJkcGUvDt3cR8u5eAqfvIGjGTgJLwfCbG9rY4HlpLXzemIdRGMtRK1wUFplMhiiKXLp0CUEQmDdvnm5iEqBey86ceLcnVz4eRvyiPsQv6sPVL18CNGKm2mVPnjxJVFQUgC70e/369WRmZlK5cmX6P1mTv2c8w5Ulz/Jei4Lh5uvGtiZuYW/Sv3lebz9jDZaJf/9ZBrSqy7x583j++ecB8PHxQSaT6Tzuu3btQhAErl69ysGDB3F2dta1x8vLS5d2U79+fQRBwM3NDUEQqFWrFlevXsXd3V23vIuLCxcuXAAeePWrVaum+71evXq6tl24cEG3Le2fdt2RI0cafN+/f3+T10IQhDVoDOW9+R5ZURCE8/n/7hYEIUsQhFxBENIEQbiZH7b9R37ouDp/uVxBEE7lb+tp4EtgDDBTEATtcGEh0DZ/+cOCIHQUBOGqIAi1BUG4LAhCXv6ys4AwQRA+yW/fbu1vgiBcApTAIkEQkgRByBEE4U7+/sX8kPZv8tspCoJwTxCEZwH9GTntscUJgnA6/xhyBEHIFgQhQRAEmSAIsYIg3BcE4TKaYgvXBUF43ui8Ncz38icLgnBSEIR+er+tzg/L3pcfdv+bIAgB+b/9nr/YsfxzGa49F3Zs+1NBEHbkbztaEIQgM9c2MP9YXxIEIVEQhGuCILyh93uEIAjfC4KwVhCE+8BooWDYfztBEP7Ob8sVQRBG67Vjbv7/tddyav65v6Z/vgRBqCQIwrb8c3pEEIS5giD8abJD6rff1jDFsqRZs2bi0aNHy7oZEsWMI9ZzljCNdoCkr0SuVMgLNUkSFxfHY489hlqtxsnJiY4dOzJ8+HBefPFFgufstVgD2Z599uzZk8GDBzNq1CirywK0XfiLWcE3LQJw65Nwjh8/Tu0vv4T8sl+m+LxVGKo337bZEGnZsiUXL15k48aNdOnShYiICC5cuMDatWtJSEjg8ccf5969e8jlhU5VAzSlxlauXMmff1p9P5QIUTEqpm0+hjqv4LvnzQOreCX6B/MrT58OCxYU+LrrsgOcv/nA6WCtdrK5a+3nreSv6Z2tH0QZ07JlS15++WXdgFnCtvvXFgr7XCsMpp6rligv/dMeyvu9aApBEKhduzYXL14ENKKUSqWS+/fvo6zbiswL0QjObviOXcHtnxaSdeU/qg5ZgLJWY64sCcXdTbNs//79iYqKMkg58fX15dq1a6xatYouXboQFBREbm4uOTk5BdrRpUsX9u/fT/9Rr/C3/AlurHoNxDwqdHge71YDiX//WVA4MzMymhqq3zXVGO7exdvbW3ccPXv2ZOfOnQDI5XKcnJz4999/uXDhAqGhoQQEBBAXF0f9+vU5d+4cvr6+nDx5ktu3b9OkSRMyMzP5+eef8fb2plmzZri7u5OSkqI7Ni8vLy5evMhzzz3Hb7/9xm+//Ub79u1xdXUlKyuLb7/9lgEDBjBu3DgWLVrEL7/8wqhRo+jQoQO7d+8mNDSUPXv2sG3bNvr06aN/Df4BWgI5QBKa0HABiEETLv4uMByoDOQCR4BMoDdwC3AH3gfeBv4CmgLngPrAKeA34HvgXzQG8F0gHPgHWAxMzN9eZeB6/jp9gavACMAT2AlcBhoDe4C2aELI3wTS0bzKOuWvfwLNHPRo4EfgYn47++ZvAyAYuAHEAVlo5q3/AL7OX2dI/vE3Bb4AXkcTLh8J+ImieFfQhLGfBr4BlgDtgK1AM1EUzwqCsBoYmH+eovPP0VOiKLbLP+8iUFcUxQv5nzsCa0VRrGnjtvsCPfPP67eAXBTFwRghCEJg/nFvBF4EagO/AENEUfxZEIQIYCYQBvwEuOSf1zqiKA7PnzD4D00Kwfdo+oS/KIqx+e24KorirPz2/wzMB97LP1/f652vjflNegEIzL+O8drzYQ7J8y1RJjxss90PO6WVNx/Rr5HFh5K50MuIiAiGDx9u8N2uXbtsNrzBNq+Sr7dGYKt27dpQty7pzqajvdKdXXnlxe7M699EN1tvzG+//cb169fJycnh22+/5fjx47i6mt5erVq1SE1NLbLh7Qgs3nPWpOENEOfjS5rCtEc33dkV6tQx+du+KR0NPIqXrKQ+mLvWjupZNNVXevToUdbNciimda9fLAOa0gzv1j5XbakM8bCKhJq758qT+rtx2Lwt+L7yDU4e3lQfuhCA1GP7AMgTRXIslPG8du0avXr1YvTo0dSsWZNvv/2W3Nxck2Hev//+O+7u7mxZ/RmuVQKo0M50OUpb6t5v2bKFvLw8Tp48SaNGjXj22Wdp3LgxCQmGQqgqlQpvb28CAwPJyMhg8eLFdO7cmSeffJKhQ4cWEKiMj4+ncuXKHDhwAICVK1eSmZlJVlYWkyZNYuTIkXh4eLBu3Tpq1qzJ1KlTkcvlHDhwAFdXV3bv3o0gCEydOtVUs7VlIb4SRfGyKIqXAG39z6eBpcBNNMbtRKAPGgP7HrBVFMW5wEkgCDgK1EKT630BEEVR1Ja6uAHkiqKYAPwK1AHkaAzC1UAlYBCwG40n/hDwBppJgcT8cPWv8reVKIpiDhqvdALQRxTF8/ltPCeK4tr85X9EY+zpk4bGODyJxpismb+ve4CbXph8DvCaKIqZoihuA1LRTCoAtAI8gIWiKGaLovgLsB2N4a5lhyiKv4uimIXGwG0tCIItoha2bPtHURQP55+DdWgmFCwxRxTFNFEUTwCrjLZ1UBTFKFEU80RRNH7QDAV+FkVxgyiKalEU74iiGGtmH2rg3fzldpJ/vgSNaN9AYLYoiumiKJ5CM2FgFcn4ligTzNVzflhz2h4GSiNvPjTEj2XhwRYHoyVlIFkT+BMwEqELD0fhZNoYVjjJITzc4vbOnj1L06ZN8fb2ZunSpXz//fc4OdmWllSecyQtXb/tDZ5GNJOCZss5tRVz19pRS+6Y6iuWckofRbTPDqU5KWg7KM1JmNAQP9xdLN/3ggAuTjJej4wtd/e7NSzdc+VhUl7rSPA8fYJfv3iRPW9rUq+u37qnez6bmmt0cvUw+JyXkV8mUoSsHMuREDt37tSFXA8ZorE1fvrppwLL5eTkGKisezR6xuT2bKl7r80Jr1u3rm7fJ06cMCvyqS1d+cYbb+iW16Yk6aP1smu5ffs2e/bsATTlNI1JSUkhNzfXIOxcFEXu3CmgMwagNQj1f8zM/7cGEA+6TLN4NDZRPaAuMDzfixuSv512aHKra6Mx3N4QBCE5f11nve2nowkfl+dvOwONJzQHjddXQJOnXR2NUaylWv6/c/O364zG2J8oCMIRNJ5b/XImqWgkUfTZj8aI14bbXQP2Aj6AfvmZ1Pz26LdZ2yF9gSuiKOpn4MWjyWvXoputEUUxFc0kgi/WsWXb1820yxz6M0fxRu2wNKvkjyZ6wBbumDlfVdBEI+jvxyY1VMn4ligTzIUHFkfYoETpceXKFQYMGECVKlWoVKkSEyZMACAvL4+5c+cSEBBA1apVGTlypM01qJNi9pC1cRJXPxzMjci3ybl3U/db9q147v7wDhUrVqRatWrMnz+f3bt3M3/+fCIjI/Hw8KBpU01Ju44dO7Jy5UqysrLw9vbmv//+023n1q1bKJVKbt7UbHv79u0krnqNhOXhXF/zBtk3L2PMsFa1CA3xe5B75unJ2PZP84qTEz0EGZ5Ac0HgjKsSxZ7dtM8XMGvatCkeHh5ERkbq9hUcHMz//vc/goKC+Pvvvzl+/Di9e/c2e07i4uIQBIGcnBxNDeOv9/HPpxOJ/yCMf7+YwvNjX6ZDrwflaQ4dOkSbNm3w9vamadOmOq8CaMLOO3XqRNu2bfH09KRbt24GJcr+/PNP3br+/v66PO2srCzeeOMNatWqRbVq1Xj55ZfJyLD/frU02E5zcWN0WASpzkqdBzxN4UKas+ac4mHtPWwb5a384EsvvcSNGzdITU212lceZUJD/Dj9Xk+Whwfj7lz4KJHSnoSxZuw7yQSSM9QPZZSYm5nSe1ocfVJ+8Z6zLNo8j13fTSbg3nU8cjRaGNVT7vBh1EJUyRkG3mxbhAG15qxgZtnBgwcjiqLB38iRIwssJ5fLdSrrbYMqknrKtFfeljZ166YR5b57926BfZuie/fuAHz77bc2LW9q3W+++abAb+7u7igUigLbNFNmU2sImepk19B4obXUQmMsnwBigZWiKApoPMmXRFF0R2MYngXWA0tEUfTOX/dHE9vPzd+vEqglaAS/GqC5vDfyt6Wv6Hkj/99Z+dtNAHqgCX9fhMY4t2azjQLG5h8DaDzMtYH7QE1BELSzL5YuQiLgLxgKsdUC9B84Oi+3IAgeQMX89axhy7btRd/jXsuoHZaO8wqaiIaicAtNFEFNM+0xi2R8S5Q61gYNs6JOWPxdwjHIzc2lT58+upwvlUrF4MGa1JzVq1ezevVqfv31Vy5dukRqaqrOMLfE1q1bmT9/Plu2bCHy9//wCGjM7Z80edV5WencjJyFzD+Y+q+vZ/kPv/PMM8/Qo0cP3nrrLcLDw0lNTeXYsWMG23RxcWHAgAFs2LBB992mTZvo0KEDVatWJSYmhhdeeIGN333D5j9P4Rnck5s/vIeYo8k9lwuYF5GqVo1Nnp68O2M6d//3P+q1aEFE717Qrh2//67RHjl27BipqamEh4fr9vXll19y584dxo0bR79+/XTiZbaweM9Zrv64EJca9fCfuJ4K7YZy78R+jl/VTG6oVCp69+7NrFmzSEpKYsmSJQwcOJBbtx6UPVu/fj2rVq3i5s2bZGdns2TJEkATAtizZ09ee+01bt26RWxsrE7tdvr06Zw7d47Y2FguXLiASqXi3XfftbndWqyVqzpasxEtxn/HnGfG8Vmr51jQ7RV++SUW2llMobILqfzgw0tUjIpp3x8jLdvuSkJA2UzCWDL2fdwUqI3CkB3dILUHfa0GczhSOohx1JHn6RP0PfsnAtrChg/oe/ZP6t24ZODNbmRDBQXtdrQTyfplvqpXr87GjRv54osvAM1kbps2bUxu5+mnnyYtLY2ZM2fyTvuK3PtjrcnlbCmDN3jwYGQyGTVq1ODIkSNkZmaydOlSBgwwXZPc1dUVV1dXXnjhBbZu3QrAd999R9euXa3uy9XVFRcXFz766CPWr19Pamoqw4cP5+rVq7z//vuo1Wq6du1KamoqcXFx9O/fXzdJbMRhNAZYmCAI7oIguKIxFEGTK/w6Gs+lDE1O71Y0Xu9UoK8gCH3QhD075ef+xqExtGoDsvwcZtB4QI3JRZOTPAqN530DmlzmeDS56Mvy21JDEAQ3NHnLANXyt+sOPIkmHDzZ6knTGIHewAHgifzvAgVBCEeTX64Gs3qy+kSj8ez+TxAERf5x90VzvrT0yhcrc0aTB31IFEXtRMcNNOensNu2l7cFQXATBKER8Dya/HVbWAd0EQRhkCAITvnCacH27Di/XN0WICK/DQ2AgrNgJpCMb4lSx9qgYd2hhIdmVv9hZVbUCWo9v5z/zsex1bkzC/ZdwtXVlXb5BtK6deuYMmUKtWvXxsPDgwULFrBx40aTojD6fPHFF8yYMYOGDRsysHkAXy6di/rWZXLu3STj4hFk7j54tRjAtbRcZmy/wLZrtqlRDx06lI0bHzzf169fz9ChQwFYsWIF48aNo2XLlgxsVotbO5YRVN2b7/r6ELewNxcXWM4f7j9gAC3mzcNp0SKGvfMOsXoedmP09yWXyxk1ahQuLi4cOnTIpuMASEiIJ/vaeSo8PQxBrsC1ZiPc6rREnZtH4PQdhIx8m8atOtKrVy9kMhldu3alWbNmOtEcgOeff5569eqhVCoZNGgQsbGxuvPSpUsXhgwZgkKhoFKlSgQHByOKIitWrOCDDz6gYsWKeHp68tZbbxmcU1vRN3zNke6sZFPTbrzfYTTN3nuDvm3rmV3WEpbC86Xygw8ni/ecLWCsmsJbqdDVW9Z6/spqEsZcJMby8GCS000LUDqSQVrSOEo6iCmtmi+2LrS4zpc/agQitT1Seyza518Bn7MALvnpTLNnz0ahUNCmTRud2vnly5epVq0ar7zyCoIg0LdvX06cMO2w+OWXX6hUqRLz58+nQYMG1AnS2EQyvZ06y2U2i4L++eef5OXl0aJFC5RKJW+88YZOVM4Up0+fRqlUEhoaiiAIjBo1ilOnTtm0r//++w8XFxeGDRuGp6cn69atIzMzkzFjxjBq1Ch+/vlnPD09eeyxx9i6dSvZ2dkFtpFvHCWhMUZT0BjBWi/lKmANGm9pHTTh6GOATWgMXiUaw2oBGm/mNDQh3UloQtCn8SBE2lyeXDc0Xuf6aHKDBTTh7uGiKO4A9gGPoTH2a6LJP2+PxntbCZiHRsDtQzRGrSXj+VR+e+PR5FGDJuR8PZqJgKOiKP5qYX0ARFHM5oHo2W3gM2CkKIpn9BZbD8xGcy6eQiNcpyUC+DZfQXxQIbZtL7+hycHfjyYaYa8tK+Xn5/cCpuYfRywaITp7mYAmguE6mv60AY3YnUUcqu6ZxKOBtUGDiGYAJQ2GHZN3NxxC/d16el44zHaFK8rsTNYe0oiuaF/iiYmJBAQ8iOgKCAggJyeHGzdumNymlvj4eCZNmmQgnuIsF8hLuUNOyi0U3tUNll97KIHtx64R9/M5FGk3iYpRmew3nTp1Ij09nejoaKpVq0ZsbKyuPEl8fDzffvstH3/8sW757OxsEhNtiaLSeCK0uLm5FRCUMT6+ouwLwIc0EpWeyBQPxNnkXpXJva8Ju8u4e4Pfj+/D3bMCCrlmlKVWq+nUqZPVNl+5coWgoIKRWN/+cpz09HTqNmqKLH9w6CTTRD8YMyvqBOujE3R5jkqFjAUDmhhcl9AQP0JD/KyqPcsFodDPAeNta8N1tfuXeDgwrpphLXVJIRNYHNbUofqAti2mqn8s3nPW5DE5ikFa0jhSOogprZrKaXcLGND6Uz9V0u4S8L+tOmP7xx8NI5SjYlQs9t6vu+7Lj8Yb9E1TRuX169cLfGcOM+HYGhY+mAwfP34848ePNzwOoxDx1q1bm43SOnu2oFMlMDCQlJQUk8sbnwfj/dWpU8dsWpM2ss4WRFGsbOHnd/P/9CmYaG5IlJX9jTb6KsDUcvnLdrOyL0v7mYZmAgBMzOFYWC/YxHeBRp9PAh0sbOa2KIovm9n+F2iU1PWpqfe72W0bnztRFA9gGNJtim9EUVxhYlsR1r4TRfEPNFEIZtthqg3650sUxVtolN8BEARhERpFe4tIxrdEqWPLAOlRmtUvV/z5J1NGd0MQ8ziuzmIr8NenI3lx0Bw2RAs649vX15f4+HjdagkJCTg5OVGtWjWuXjX/XPL392fmzJkMG/ZAlVVbf1t9/ybp9/4osI6mNJlARnYukyNjmRwZC4BH6oNBglwuZ9CgQWzYsIFq1arRp08fPD09DfY5c+bMIpwY2yiOfXUIrsuJL1LIU2fqDHCt4Q3g5FkZ90adaDLkTbtL9fj7+3P48GGD76JiVCz8VYXg5ILvmE9x8qxsthzTrKgTuokYLRnqPKbkXxPj5bWf39pynHR1wUl9W8IhzRHx00mToo7aPlK3qjv7pnQs9PYlypYms3dzP8vw+tqiGeJohrcW7YSUMdO61zdZ5tFRDNLCop00sYQMHCodxNS45La7D+73rpu0fkTglruPxetl7rpLSEg4Pvmh5s5o8uybo4meeNHiSkhh5xJlgLWcT3h0ZvXLFSkpqLv3wCM7A3d1Fi3QyErOVWfy6abZKNKS+euvvwAYMmQIH3zwAZcvXyY1NVWXk21Nzfvll19mwYIFnDx5EoD/s3fe4VFVWx9+z0wmPaRR02nSBRQFBAS99CCGGqqCitd7UerlEwQlKAiCItfKFa6gECBgCU0EG4ggCN4EkF5MAonUkJCeSeZ8f0xmmMn01EnY7/PkeTJz9tmzz5lzzuy111q/lZmZyctvaxc1PZo+RHF2OneObEUuUqMpyKUgTTt5U3r5UZR5HUMRzQvXs0lIua1/PWbMGOLi4oiNjdWHnANMmjSJlStXcvjwYWRZJicnh507d1pcsXeEBg0acOnSpQr9rP+lq3Bt2JzMXzYgF6spSD1N7oW7BrNXm8fIvfgbF/73C8XFxeTn57N3716rix46xo4dy/fff8/mzZspKiri1q1bxKzZSX6RjHf7vtz+YTXFORnkqYtZuPkXvSqtDkslazRYTjeJ6hjMqTcGMK5LmD78VylJjOsSZnc4ZGniE1Kt1osHba5pn+V7y9S/oPqIT0glYvZOE8PbXmqaoVMb9Qn6LN/LtLhEq4slzet72SwZWNWYm5e88ORsq/v8fcicGv99CQQCi/igDffPQZtv/g5a7QCrVIrnW5KkZWjj+gvRSrlPlGU5o6Qo+mm0aoGgTdI3G7ogqL0YhtiZ+/GtDav6tZK4ONRFxfrkJiWwHW1xzNbqfPJWPksck+jWrRvPPPMMaWlpPProo+Tn59OvXz+jUGtLDBkyhOzsbEaNGkVycjK+vr5k+LckMPRhFG6e1I9+g9s/fELmgQ3goqJOpydxC2qBZ8vu5Jzcy5V/j8bFryGNJvwbgN0n74bnde7cGS8vL9LS0hgwYID+/U6dOrFq1SpefPFFzp8/j4eHB927d+fRRx8t9ymLiYnh6aefJi8vj08++YSRI0eW+7PSMvKo+8S/uPXNu1x+bwxujZrj1aoHska78OBSpx71h77K7b1r8AtYjruriocffpiPP/7YZt9hYWF88803/Otf/+K5557D19eX/PtH4NUuGP9eE8k4sJGr62ZSnHeHVO9ARh8ZSJ2fimjg48rhuX2slqyxFc2yMKpdmY3t0tgrRnX+eg7dlvxoEupbmviEVOZ+fUIv4iWhVb+vqPEK7EOXSlBWrOkMODO1yTvaZ/leiyJrwX4eDkfrVCXmohCSw1pw4pF+tDuoXYiUuBt2vr1Fd3JatKk1351AYCasvlqQZTkJB8LtK3EcR9BqBjiEZI/sv8OdSlJf4EdZlotK4t+RZfnlEuN7hyzLba12UIpOnTrJR48erfBxCpyD0jl7libAgmrm5Zdh6VKLm/cNfYaeX/7X5P158SfYePgyxbKMUpIY3TnUIaOl25Ify1yCTgL+XFK7yjKZOx83tr6FKiAEvx5jjd6viMmsvee/gY8rN7PVFg3wqpxYN56902qNEUuYC6ePT0hl5pZjFJsp1lsW73xNed454zjL8ywAbdWC6j6Ge5mxq37lwMV0i9trwvPa0n3xfdx3NH/haQKzb3PDy5+/D5nD5ZDmwutdTUiS9Lssy52qexwCgTkqxfNdSm3uEDC8Mj5HUDuoSav61iakzjhZrVCaNyfX1R3PwnyTTbkqd3oONC13UjoHuFiWTcTZbGHO2wDaiZqLQkJtxijSURvTF2b1a8E/VmxG4e6Di18D8v9MIPf8IRqNf9ukbUVoJ1g6/6W5llXIuC5hJjnfoM1vqspoFnt0JcyhK+FkeN8u233WrOEN2jB7W9dx50XfcS3LVDQJnFcEzlnF6uy5nj1USkL83Y28qyoFRD8cxrLdZ5kel1g7n89OiPY6Ok6eGT0Hc9SE57Wl+Urv6D7E33fEaA6wWFxjAoHADFUhuPYMxnXXGkuSlIBWfn9eidqcCZIkPQ88D9pQSIGgurE2IQWccrJaoURHo5o6TZtMUgqVSgnR0Sbvx5oxxHTv22t8W1MC1omxWaI2pi9EdQzmhZzbXPv6TTR5WSh9Agns+09cG5iqlFfEZFZ3/q2dZx2679SW2nllYLj45euhQqWU7Co5VZrSBp41g89amD1YN7x1mDP4qxtzqs7OME57FlXMeRqddTGhNhOfkMqMuES7CgvrqOnP65rkSBAIBNVHmcPOJUn6HmhoZtNcWZa3lrSZC3QChsqyLEuS5AZ4y7J8S5KkB9FK9reRZfmOtc8SYecCZ8BSyKOfh4qs/CKzE3Fnz2FzlJ8//ZoH/jEWSdbgpS4gR+UGkgKvH/ZASY1vQyJm77TYV1IFhheaUz6uzSGm5lTFS2NJkbys2BPyW5HfqSOYK1mmUkh4u7tw20KdZEuoFGDoqHNVShRaMOKVksTFxQMt9mXt+jfE2cJtLYXtV/c4rZWmq+Om5PiC/mb3s3btBgsveKXgaIqAqD4gqEhE2LnAmSmz51uW5d7WtkuSNAEYBPxNLrHwZVkuoKT4uCzLv0uSdBG4DxCWtcBpsBQ+bskDZk1VuTaVTItPSGXaOVc8J3/OoNP7ichII8kviB2tepC/IxN5x85qC+e0NOmureg8zLGHU9Ct+bgqJTxdXcjMU1fK9zCrXwur3u8GPq4V9lnWiE9IZcH2k3qj2s9DhSRhYpCpNTKeri54urpYEHZUAJKZ/YzbWTK8oXyl0AxxpnDb+IRUFJJkdjFRIUnEJ6RWm6FqLQrGGtaew8ILXjk48tunAGF4CwSCe4bKUjvvD/wf0FOW5VyD9+sB6bIsF0uS1ARoDlyy0I1AUOVYC08sSx6pM02qy4tOQTrX1YPN7fuabVN6IuvlqtQrRBvi5Wq91JzANhWpDm4PUR2DrRrfh+f2qfQxxCekMuuLY0bh5LYWv96N7mC2TvLiodpzZ2jIWbu/Da/lilQ7d6bqDrrnn6Vw+mJZrnZDtSyhvba+W2cIqa9tOPJ7uTy6Q+UORiAQCJyIysr5/gBwA76TtHVbdSXFHgVelyRJjbb06wuyLFuWvhQIqhhruY72Ck8Z8ljLehU9xGrDXk+G4UR20ZB2ZpWiO4T6VsYQBZVMsIUJdVWVcFq2+6xDedxBfh42vaWGBpe1MPGTrzseXdHAx9VizrdUMr7qCnkunbogAe4qhU1xrDx1MTHbTtYoQ9WeZ3dtilJyBmxFykDV6UEIBAKBM1FZaudma57Jsvwl8GVlfKZAUBFYWqlPy8hzSHhKx09nbph9v7QKrEKCMZ2du26wI54M3UQ2qmMwW46mmJSXOXAxnXnxJ5z6eAWmmDNiqtJz64iB5Awe5cNz+5iIrulqolcHupQac/exDHarUmfkqas1/NxR7Hl2V3vB2FpEfEIqMdtOWtxelhJ9AoFAUFuoCrVzgaBGEJ+QigRmhYbcVQrAduhtacwZC+ZUYDUyDpfgqmrs8WToMAy3P2ihrqsjiue1nZpSpq6sObcVhT0LQKU9ytWtdF1dhnZprImVlQXDMO2acP3aenZroEYtKJSXsnxn9uxj6zpTKZz3N04gEAiqAmF8CwQlLNt91qzhDVqPkM5Tq7QgRmQOcznfy3aftVh+xZ66wdWFbpJlq3xMaY+jpTNVtjoLtY8+y/ca1SR2dgGo6iynM6tfC5Oc79KUVuN2pGyWpTrl47pUXbnLyjJkzZ2H8qBbWJwXf4LYQyn6+9nZr19r1LRw+rJibkFqWlwiMdtOEjO4jdlzYO8ilq3rzM7gCoFAIKi1KKp7AAKBs2ArpHXj4cuAYwrH5sJey1M3uLqJ6hjMpSWRJBn8rYjuQLCfBxLa3F9HylvFJ6RW7oCdnLGrfjUyvHXojEOBMVEdg1k2vD1KCzHC3ZoGmLxn6X4z9/7CqHaM6xKGUqtVglKSqjREVmfgpGbkIaM1cKbHJTIv/kS5+7Y3ZF9hZ/x1kJ8H8QmprDcwvHU46/XrYuPYrIn31SYsGcgZeWrmfHXC7HPZ0iLW9M2JRu1F7rxAIBBYR3i+BYISbIW06gzjhVHtbNZYBm0JJHNGqLXP0U36axLl8YTWVA9ZRVE6F94QMYk1j+56G7vqV6Pz161pALGTupq0t3S/WapEUNUq8oaYM3BktCkpncIDynWf2KvZ0LVJAL9eSkdjYx1wVr8WvPzlcYvbnfH6vbA40mbt9Xsh9Nzad2MpKsTStSPLMOuLY4D23ixLVRCBQCC4lxCeb4GgBFvK5IaGsS11Z5VCImZwG7PbZvVrYfHGq6i6wc6EtZBdRzxkSUlJSJJEUVERAL169WL16tV27RsREcH3339vV9vKYMCAAXz22WcO7VOZZermzZtH3bp1adiwYaV9RmUTO6mrUQSGOcMbtPebh8q4tJ0ziLGZw5pR9H8lBo4l4hNS6bbkRxrP3km3JT+aeC/NnQdDJLT36qm/smwa3iqF1tAqKLIcQ+znqbLeSTWRtCTS6sTHGT32FY2tZ4ujCyfqYll/3mxdZ34eznldCAQCQVUhjG+BoARLyuQ6DA1jaxMMPw8Vy0a0t+g9ieoYzPLoDnio7t5+Cqn2KsDqQnktkZqRR4cFe2pNCHpMTAzjxo3Tv45PSOVOz1nEnK5r1iiyRGUZhykpKbzzzjucOnWKq1evsnbtWrp3714pn+UMRHUMZvHQdmVOjahKrBlFhVby3OfFn2B6XKJRuHrp8GFz52FFdAf94sWfSyJZGNWO27m2Q6+Xjehgs01+BeaXVzTW6ko7o8e+PJhblLG10FyWhT/DCheLh7bDy9X87+Og9o0c7lsgEAhqEyLsXCAowdqka1yXMDqFB9BtyY96IaRhDwbz05kbZRJGqk7RqupQJl4Y1c5IlKk0GXlqpsUl8spXx3nTieu+FhUV4eJi/2PTlkhRt6YBZkPPm9f3qrRzkJKSQmBgIPXr16+U/i3h6LmrSKrzfnMERyoK6IhPSDV7b5kLHy7veXCkLrO9Zcuqg6iOwcRsO2k2x7syI06qGnPPn1lbjtmsq1aWhT/D8xbVMZhlu8+SU2j6m2prkVsgEAhqO8LzLRCUYGnSFeznQafwABMhpC9/T2VWvxb8uSSSA7MfN1tyxVoYaHXQZ/leptnwkFUG8QmpRsZB0Z0bXP96EZffG8Plf48m/buPAcgpLOLZaXOo3yiE+vXr89RTT5GZmWmz/4sXL/L4448TGBhI3bp1GTt2LBkZGUZtjhw5QuvWrfH392fixInk5+frt61atYpmzZoREBDA4MGDSUtL02+TJIkPP/yQ5s2b07x5cwCmTp1KaGgoderUoVHT1jQa9xYRs3fSYOTrLHhjEbEbN6F082D0gB7kqYu5umE2Wcd2IxepObtsOFM+ige0odMP1pdIeWcoxTna8UbknObG59Pw8/PjkUce4fhx83m1siwzffp06tevT506dWjXrh1//PEHAJmZmTz11FPUq1eP8PBwFi5ciEaj4fvvv6dPnz6kpaXh7e1NdHQ0L7zwAr/++ive3t74+fnx559/4ufnh0ajNZ4mTZpkZKiPHz+eFStWALBmzRpatWqFj48PTZo04T//+Y++3d69ewkJCeGtt96iYcOGTJw4EY1Gw5IlS2jatCmBgYGMHDmS9HTLee/3GmUxjK1VaXDUi2vrOXD6jQFGYzQncFdTiBncpsakI5QVcxoCao1stVpAHTel2euwgY+rxX1USsnkvDkidCgQCAT3EsL4FghKsJYbaq1ckTnMqRZXhZFrjc6LvrOorL1g+8lK/WzD8yRrirn+xQJc6tQn+IVPCZn8GZ6tHgUg58T33Dn+PaHjl3Dp0iWys7N58cUXbfYvyzJz5swhLS2N06dPc/nyZWJiYozaxMbGsnv3bi5evMi5c+dYuHAhAD/++CNz5sxh8+bN/PXXX4SHhzNq1CijfePj4zl8+DCnTp0C4KGHHiIxMZEX1+yjILwr1+OXIBcV4tHkQXy7jsCrZQ9Cp39BgwnvG/UjuajwvK8rmSd/puXcbwB43O1P+v7tMS6/P5avo4M4FbeU//znP9y6dYu///3vDB48mIKCApNj3rNnDz///DPnzp0jMzOTzZs3ExgYCMBLL71EZmYmly5dYt++fXz++eesWbOG3r17s2vXLoKCgsjOziYuLo6VK1fStWtXsrOzycjIoHHjxtSpU4eEhAQAfv75Z7y9vTl9+jQA+/bto2fPngDUr1+fHTt2cOfOHdasWcP06dP53//+px/j1atXSU9PJzk5mU8++YT333+f+Ph49u3bR1paGv7+/kyePNnm9+sMVNVimiWDVvd+6XFYE7dy1IvraL5z7KSuFicR/k6a862jJqUjlBVHDd0GPq4cX9Df7LbDc/uYNcD9PVUsG26aZmXp2qtNkQUCgUBQFoTxLRCUYG0y5ugqvqPGemVgOElv9eourmUVWmx7O1ddqQsDhuep8K9zFGen4//YMyhc3ZFcXHEP0YrT5ZzaS52HokhX+OPt7c3ixYvZtGmTXmTNEs2aNaNPnz64ublRr149ZsyYwb59+4zavPjii4SGhhIQEMDcuXPZuHEjoDXKn3nmGR544AHc3NxYvHgxv/76K0lJSfp958yZQ0BAAB4e2onjuHHj2J+Sz4YjadR5eCgUqVGnX7HrXHi17kXu6Z/JL5bps3wvGzZsYMyYMQB88skn/P3vf6dz584olUqefvpp3NzcOHTokEk/KpWKrKwszpw5gyzLtGrVikaNGlFcXMymTZtYvHgxPj4+REREMHPmTNatW2fX+AB69uzJvn37uHr1KgDDhw9n3759/Pnnn9y5c4f27dsDEBkZSdOmTZEkiZ49e9K3b1/279+v70ehULBgwQLc3Nzw8PBg5cqVLFq0iJCQENzc3IiJieGLL76w+f1WN1W5mBY7qauJAa5Tco9PSDWJXLGEhOPhw9aMNUtCWcujO6AqVftNpZSY/4R5wUlnIqpjMAdmP24xeqmm44joXbCfB4fn9rHa5vDcPkYih0lLIkl4ra/Z81aThA4FAoGgKhE53wIBd/OgDSezqRl5bDmaYrV8iqVV/OoOuSud62dP/mXMtpP6SVRF54UH+XmQce0Wg87s59aF39ihcsdbXUCOm6dRu6KsdJS+9fXnNTw8nKKiIq5du2a1/2vXrjF16lT2799PVlYWGo0Gf39/ozahoXcF88LDw/Wh5WlpaTzwwAP6bd7e3gQGBpKamkpERITJvgATpr/KxnWfoc66BZKEXJBLce4du86Fe1g7ZHUBBWlnOZ3px+3ERIYMGQJAcnIyn332Ge+/f9djXlhYaBQGr+Pxxx/nxRdfZPLkySQnJzN06FDefvtt8vLyUKvVhIeHGx1vaqr9hmLPnj3Ztm0bISEhPProo/Tq1Yt169bh7u5Ojx49UCi067a7du1iwYIFnDt3Do1GQ25uLu3a3RUNrFevHu7u7vrXycnJDBkyRL8/gFKp5Nq1awQHV73hY+91bm0xrTIMNovK7VsS7dpfAsZ2CXN4bNbKRFmq3qD7jKrWkRDYRrahWm9IRRvF4roQCAQC8wjjW3DPE5+QyqwvjpnNgztwMZ2xq35lVr8WRsYsWF/Fd9RYr2jMGQu20IkPmRPpmRaXyLS4RIu1lG2xuH4mD8x/GknWcFxdwFbgwIdP8dzIBRwNuTupd/EJoDjzuv68pqSk4OLiQoMGDbhyxbJn+ZVXXkGSJE6cOEFAQADx8fEm4eqXL1/W/5+SkkJQUBAAQUFBJCcn67fl5ORw69YtI2NQMigzt3//fmJXfUC96IWo6oYhSQour4g2+CTrakaSQolny+7knNqH0suPQYMG4ePjA8Dha+DWaTi+j9ztb0V0B4sT1ilTpjBlyhSuX7/OyJEjWbZsGTExMahUKpKTk2ndurX+eC0Zt5KZ2vI9e/Zk1qxZhISE0LNnT7p3784LL7yAu7u7PuS8oKCAYcOG8fnnn/Pkk0+iUqmIiopCNpjxl+47NDSUTz/9lG7dulk9R1VBfEIqs7YcQ11SV0svRoVp7rWlRbPUjDy6LfmxyowKa2toSklCI8vlMnLMPefsMeRriqDdvYY5QTlLVMb3J64LgUAgMEWEnQvueRZsP2lVgObAxXSH8wOrO+SuPB52a4a7bjHCIbKy6PrSeLwL8/BSF/AwEAQsVOfz4eb5uOdmkn9Fm0vt2aond47G8+J/vqXLgp1M+Od0oqOjbapkZ2Vl4e3tja+vL6mpqSxbtsykzYcffsiVK1dIT09n0aJFREdrDdzRo0ezZs0aEhMTKSgo4JVXXqFz585ERETow4p7LftJn+eblZWFLClQeviCppiMAxvRGKj6Kr38KMq8jixrUCnMG+JerXuRe2Y/Oaf26kPO75//La5t+5KVuIuCtLPIsoymMJ/n31zFxl9M0xWOHDnC4cOHUavVeHl54e7ujkKhQKlUMnLkSObOnUtWVhbJycksX77cqPyZIbqFjcLCu2kJzZs3x8PDg/Xr19OzZ0/q1KlDgwYN+PLLL/XGd2FhIQUFBdSrVw8XFxd27drFnj17rH5PL7zwAnPnztUvdty4cYOtW7da3aeyiNl2Um9461BrZGK23dU/iE9IpePreywKmkHV6TnYuu80slzu8Glzz7l3ozvUyhKI9wJKMwtrlnD4uW4DZxQcFQgEAmdAeL4FJCUl0bhxY9RqtVkj58033+TSpUusXr26ysaUkpJC69atyczMRKk0Xy8UtPm6n332mc1Jf2kMw03tjcxzZBW/ukPurIWPWkInkGTLcDdXGssqcXGoi4rRZR8qge3AFKC1Op+8lc/icn8f3ENa431/H4qz07m6YTZ/FRXi3fRB/vnqUpsfMX/+fJ566il8fX1p1qwZ48eP59133zVqM2bMGPr27UtaWhpPPvkk8+bNA6B379688cYbDBs2jOs3b6Fq1BKvx/9BhwV7yCnU5iIb5vkufLItgS0eJnXV8yhU7vg89CRKn7r6z/Fs2Z2ck3tJfW8M4RERdJvxCV+WGq9bUAsklTvF2ekMGDAAgDsFxbg1ak5g/5dI/24l6ttpKFxccQtpzb9/6MTo7sYLN3fu3GH69OlcunQJd3d3+vXrx6xZswB4//33eemll2jSpAnu7u5MmjSJZ555xuy5e/zxx2nTpg0NGzZEoVBw8+ZNQOv9PnTokD7kvmfPnpw5c0Yfou/j48N7773HyJEjKSgo4IknnmDw4MFWv6epU6ciy7L+e6hfvz7R0dE8+eSTVverDCx5BQ0jQCxFxJSmMkPQdWOxdd9VVFSN8FbWHoodiDt3+LluhXnxJ1h/KEX/2lpUiUAgENxrSLIjSUHVRKdOneSjR49W9zBqLbaM79pG6bBqexjXJaxGeX/Kcoy68GZbCsoASUsi7R/Myy/DUssG9EddhrO05wRUCvNhtcF+HhyY/bj9n1dG7D1nwSULKebSECxFQ4xd9avZya1hSHnE7J0WP1MC/nTknAtsYu18Jy2JtOs+MKQyvyNbY5GAd62kJwjuTRy9hq2luNiLThTQHH4eKhLn9y1X/wKBPUiS9Lssy52qexwCgTlqv6UlEJSiLPnQGw9frlHGt24CFbPtpF15fwqDfWb1a2Fx8lQmmjcn19Udz8J8k005KjdS/IMY1yWMWANPiSFVJVJn73WRlpHncGSDTqm6rJEQzlCep6JF+Kobf08Vt3NN7w1dBIijkSOV+R3ZugdquuFteG1JgOEanFKCd0bW7OOrLswtElqjIqI35nx13OI2R3LQBQKBoLYicr6dnIiICJYtW8b999+Pl5cXzz77LNeuXWPAgAH4+PjQu3dvbt++rW8/YsQIGjZsiK+vL48++ignT97NX8zLy2PmzJmEh4fj6+tL9+7dycu7O6mLjY0lLCyMunXrsmjRIv37MTEx+nzRpKQkJEnis88+M9tWo9GwZMkSmjZtSmBgICNHjiQ93Xw4W6tWrdixY4f+dVFREfXq1eN///uf/nN0JYjWrl1LkyZN8PHxoXHjxsTGxurf7969u76PgwcP8tBDD+Hr68tDDz3EwYMH9dt69erFq6++yu8fvEjKuyO4FvcqxbmZdn0PjoTvOQtRHYNJnN+XcV3CbLZdHt3BaD9LtYbBch1ii0RHo3IxnzrgqnJhyeZFLIxqZ7Mu7NhVvxIxe6f+r6JzFO018l1KnpqOlimy1b6Om+X0iuouzxOfkMqMUiWupsUl0mf53modV3lwVZrmw5anRFZlfkfWDPtxZVA1dyZKl3ErHfxSLMO0uEQ6LNgj8oYdxFwOv4sFHQqomIVOeypr1AZETrtAICgrwviuAXz55Zd89913nDt3ju3btzNgwADefPNNbty4gUaj4b333tO3HTBgAOfPn+f69es88MADjB07Vr/tX//6F7///jsHDx4kPT2dpUuXGpX8+eWXXzh79iw//PADr7/+OqdPn7Y4Jktt33//feLj49m3bx9paWn4+/szefJks32MHj1aX2sZYPfu3dStW9eo7BNo1aenTJnCrl27yMrK4uDBg3To0MGkv/T0dCIjI5kyZQq3bt1ixowZREZGcuvWLX2bDRs20Dr6ZUJeXI9crObOb19bPEZDHBGucTYWRrVjRXQHvUcP7upxB/t5mA01jJ3U1azRXia1cx8fVLu/Re3pRa6rtuxUrqs7ak8vVLu/BW9vwLpInbmw7QMX07l//reOjcUK9nou1RptTmNFc3xBf7MGeEWEgpaXOV8dNzGKAM5fz9EvhjjrBNTcJLnP8r1m696ri2WW7T5bpuOozO/I3L2hY/2hFCJm76T1q7uc8vzbwt6Ik4w8dZUI29U2Si/6vT2ivcW25Y3esOe7qQ3fX+kFo6oSXRQIBLUDEXbuhOi8TBrgyu08stt1Z1zsab6b0YsePXpQv359OnbsCMCQIUP44Ycf9PsaiirFxMTg7+9PZmYmPj4+fPrppxw6dEhfcuiRRx4x+tz58+fj4eFB+/btad++PceOHaNVq1Zmx2ip7cqVK/nggw8ICQnRjyEsLIx169aZ5JOPGTOGjh07kpubi6enJxs2bGD06NFmP0+hUPDHH38QFhZGo0aNaNSokUmbnTt30rx5c8aPHw9ojfv33nuP7du3M2HCBAAmTpxI28jezPnqBF4te5B74bClr8GI0Z1DbTdyYsoiorQwql3Fhdp3747q2lVUcXFw4QKezZpBdLTe8NaNEcyHclsKg79TUMzYVb+WqfxZaWb1a8H0uES7BPjWH0qplDSE4wv6V3ifFYE93izdBBSqV1TJWs6pbozWjD1dG4UEGjsDXip7ca70veGuUph8J7lqjf64q3uxxhEc8bZWtrDdvUBUx2COJqcTeyjF6FlXEdU4lu02rcpgrk1N//7MLRjlqYuZuVmIygkEAtsI49vJiE9IZe7nBxlxZj8Rt9OYXZiHl6sH56/n0Gf5Xhp4eNCgQQN9ew8PD7KzswEoLi5m7ty5bNmyhRs3bui92jdv3qSgoID8/HyaNm1q8bMbNmyo/9/T01PfryNtk5OTGTJkiJFHXalUcu3aNZM6w82aNaNVq1Zs376dJ554gm3btpGQkGDyWV5eXsTFxfH222/z7LPP0q1bN9555x1atmxp1C4tLY3w8HCj98LDw0lNvbsa3bBhw7u5zWd+JMdMHrIhCgnGdK5ZYmtOi7c3PPus1SZlWSSwR6XXVr6ybnvNSy5wLqrbOLJmeOuwx8uapy7Gw4yBawmFJBOfkFqpx627N2wd4/99caxGTf4drcxQVRoQtZmFUe3oFB5Q4RoO9nw3teH7s3QMxbJstAA5L/4EGw9fNkpbU0oSxbKsF+60ds5jYmK4cOEC69evr9gDuIeQJOkkMFmW5b3VPZbagCRJrwBNZFl+rrrHUpMRxreTsfs/X3B4zRwkWYOXuoAlwAfblvJZ9BscpQ0NrOy7YcMGtm7dyvfff09ERASZmZn4+/sjyzJ169bF3d2dixcv0r695bCz8hIaGsqnn35Kt27d7GqvCz3XaDS0bt2aZs2amW3Xr18/+vXrR15eHvPmzWPSpEns37/fqE1QUJC+frCOlJQU+vc39SZGdQwmI7I1q/86iGxh8ldVKtuCyqW0inlpD21ZlOFt0Wf5Xs5fz9G/bl7fi+9m9Kqw/qsaR7zA9kyuK0u8zR7Pm73kqzV0axpg1+KOWgOzvqh8r5fuWrVGoR2l0ZwJR0XBnEF8sDZQGSXl7FlIqQ3fn7Xj1C1AbjmaYvbZoTPEqypSaO/evYwbN44rV65U2mc4CxMmTCAkJISFCxfq35NluWwiHgIkSeoFrJdlOUT3nizLb1bbgGoRIufbmcjKYtmaOXgX5uGlLgC0ubkeRYWs3RKDZ6H1H7WsrCzc3NwIDAwkNzeXV155Rb9NoVDwzDPPMGPGDNLS0iguLubXX3+loKCgQg/hhRdeYO7cuXoj+MaNG2zdutVi+1GjRrFnzx4+/vhjxowZY7bNtWvX2Lp1Kzk5Obi5ueHt7W3kWdcxcOBAzp07x4YNGygqKiIuLo5Tp04xaNAgq2O2lmsscA7sEXmbF3/CSJAtYvZO+izfazFEUGeolUX93lqQcWnDG9BHrtRUxnS2Ldqnw9bkel78CaaXEm+rqHzJivSqBfl5EDupKyuiO6Cy45dSXSwzY3NipeZ9luVadXYMRcFsIZ7Lzo09301t+P6saTCA9plmz6Kd4e9QdaITthUIBFWDML6dibg4JAuq2pKsYdDp/cQnpLJy30WjCd6NrAK6LfmRty7UJ6XQiwaNgmjdujVdunQx6uPtt9+mXbt2PPTQQwQEBPDyyy+j0VSsMunUqVMZPHgwffv2xcfHhy5dunD4sOW86kaNGtG1a1cOHjxIdHS02TYajYbly5cTFBREQEAA+/bt4+OPPzZpFxgYyI4dO3jnnXcIDAxk6dKl7Nixg7p161odszlFWEv1mgXVQ+ykrhbVwLs1DWBe/AnWmylVdv56jkUPhc5QK4vBNtaKgnxpw9vW+zWBhVHt7FLNt2UcxSekmuSaQsVNQu3xqnmolDaPxfA4ojoGc/7NSLsWgDQlytyNZ++k1au7KlwJuTaE7JpDJwqWtCSSFdEdcHMxnZqI57LzY893Uxu+P92coSK0HpIvX2HYsGHUq1ePxo0bGwnolubQoUM88sgj+Pn50b59e/bu3avflp6ezsSJEwkKCsLf35+oqChycnIYMGAAaWlpeHt74+3tTVpaGjExMQwfPpxx48ZRp04d1q5dS1paGoMHDyYgIIBmzZqxatUqfd8xMTGMGDGCcePG4ePjQ7t27Th37hyLFy+mfv36hIaGsmfPHn37NWvW0KpVK3x8fGjSpAn/+c9/jI5j6dKlNGrUiKCgIFavXo0kSVy4cAHQeq8nT55MZGQkPj4+dO7cmYsXL+r3PXPmDH369CEgIIAWLVqwefNmAD755BNiY2NZunQp3lotmWYAkiQlSZLUu+R/pSRJr0iSdFGSpCxJkn6XJMlE0EeSpM8kSZpZ8n+wJEmyJEmTS143lSQpXZIkhSRJ/pIk7ZAk6YYkSbdL/g8paRctSdLRUv1OlyRpW8n/bpIkvS1JUookSdckSVopSZLFHzBJkp6RJOl0yefsliQp3GBbH0mSzkiSlClJ0geSJO2TJOm5km0xkiStN2gbUXI8LiWvJ5b0myVJ0iVJkv5e8r4XsAsIkiQpu+QvyEx/gyVJOilJUoYkSXslSWplsC1JkqR/SZJ0vGRscZIkuVs6xnsJEXbuTJw/j5faOAc5SfePuoCIjDTqPvEvQDvBO5qcTqcHB1CYHEJqRh6Sqwd1Br9CHcDLVcnyPxVEvLyDp79IYVY/D6I6BrNixQpWrFhh9BkRERHIpYx+w4d6TEyM3W0VCgUzZsxgxowZdh+2oWCcuc9p1KgR+/btM7vvhAkT9GJqAN27d+f3338329ZwnKX3rYwQPEHFcnxBfxPVc536euM5Ox3uT2eoOZpz2ry+1z2pAaDLE7WWb2zNOIpPSGXm5mMW8+orwrC0VaPeMM/SMOfV10OFJEFGrtpiGLxO1K/bkh9tXi8yd0XqKjK81J5r1doiQU2o1V6bnsU14XxXNZWtjVBV6I6hPClLsqzhxpev4zokitTUjVy5coXevXvTokUL+vXrZ9Q2NTWVyMhI1q1bR//+/fnhhx8YNmwYZ86coV69eowfPx5vb29OnjyJt7c3Bw8exMvLi127dpkNO9+6dStbtmzh888/p6CggH79+tG2bVvS0tL0Bm7Tpk15/HFt6t327dvZunUra9eu5ZlnnqFfv34899xzpKamsnbtWv7+97/z559/AlC/fn127NhBkyZN+PnnnxkwYAAPPfQQDzzwAN9++y3Lly/nhx9+oHHjxjz//PMm52XTpk3s2rWLBx54gKeffpq5c+eyadMmcnJy6NOnD6+//jq7du3ixIkT9OnTh7Zt2/L8889z8OBBfdi5JEkXzJzyGcBoYCBwDrgfyDXTbh8wBHgH6AlcAh4FPix5vV+WZY0kSQpgDTASUAKfAh8AUcB2YLUkSc1lWT5f0u+Ykj4BlgBNgQ6AGtgAvAbMKT0YSZKeBF4BngDOA7OBjcAjkiTVBb4CJgJbgReBF4B1Zo7LHNeBQQbHuEuSpCOyLP9PkqQBlAo7lwwWnCRJuq9kHFHAXmA6sF2SpNayLOvKiYwE+gP5wAFgArDSzrHVWoTx7Uw0b06uqzueZkTAclRuJPkFGb23/lAKO479ZfbBn1NYDJjPcRUIaiqWVM1tlWGXwKKyr705p0J8T/v8sJTLaK3etC5XudjKF1URuaC6zy9tgDfwceXw3D4mbcvyPJzVrwWzthxDbW8SPBUnRGfrWjUsBVja8HusZT2+/D3VovaBoGIpvVAozreW2qB2rqN0FQJH1RYK/zpPce4dUsIH4urqSpMmTZg0aRKbNm0yMb7Xr1/PwIEDGThwIAB9+vShU6dOfPPNN/Tt25ddu3Zx69Yt/P39AejZs6fVz+7atStRUVGAVpT3wIED7Ny5E3d3dzp06MBzzz3H559/rje+e/TooR/TiBEj+Oqrr5g9ezZKpZJRo0bx/PPPk5GRgZ+fH5GRkfrP6dmzJ3379mX//v088MADbN68mYkTJ9KmjTYVOyYmhtjYWKOxDRkyhIcffhiAsWPH6p05O3bsICIigokTJwLQsWNHhg0bxpYtW5g/f749p/w54P9kWdaFWR2z0G4f8E6Jcf0osBR4VXdIJduRZfkW8KVuJ0mSFgE/lWzLlSRpK1pj/3VJkpoDLYFtktaCfR64X5bl9JJ930RrgJsY32iN6cWyLJ82aPtKife7J3BSluUvSratAGbaczJKxmnoudgnSdIeoAfwPzt2jwZ2yrL8Xclnvw1MBR5Ba4wDvCfLclrJ9u1oFxvueYTx7UxER6OaOg1My88iSwp2tOph8n5GntqurqtbhVggqE5ktF5Pcx4ocyXOShsqAG4uSjqF2w49VoDZmti1JccndlJXIxVfhQRuLgpiD6Xw05kbJt49SykBhkhUXC5oZXtOdX3bW5ZOR0V49q2V4zPEnMigue9A/C7YjyNe7HnxJ8wuUN0L51spgTXNv9qWOmH4vImYbV8ElldBLoPO7OfWhd/4NPsmh+Y/gd8SFaCtWtOjh+lcLzk5mS1btrB9+3b9e2q1mscee4zLly8TEBCgN7ztITT0brR1WloaAQEB+Pj46N8LDw/n6NG7UdOlq+zUrVsXpVKpfw2QnZ2Nn58fu3btYsGCBZw7dw6NRkNubi7t2rXTf1anTp3MjkOHtWo6hw8fxs/PT7+9qKhIX17WnsMGLtpqJMvyRUmSctAaij2AN4BnJUlqgdbYfQ9AkiRP4F20nl3dyfeRJEkpy3IxWmP6HeB1tF7v+BKjvD7gCfxu4EmW0HrPzREO/FuSpHcM3pOAYCAIuGwwdlmSpMvYSYl3ez5wH9ppiidgXdXzLkGAXuW4JBrgcsm4dFw1+D+3ZJ97HmF8OxM+Pqh2f4u6X3/URcV4FuaTo3JHliQmjIgh17V8nqHa9qMncC6cOcTSlnJ9aYOt25IfLYq02Tqm5dEdzIY+L4/u4NCYnRldDfj4hFRmxCUahVjPMKg1ba/hPdaK19wZ0ZcrdMADXlEqz/YsLjgizOZIysW9irnFjGlxiUyLSzSKNgDbi03O9DtcGc/sd0aaf/7pqA1q5+Wh05WTrN0SgyRrOK4uYC8Sx5Dx2rEDune3uF9oaCjjx483ysXW8ddff5Genq73PBsiWchLN3w/KCiI9PR0srKy9AZ4SkqKSXlYeygoKGDYsGF8/vnnPPnkk6hUKqKioozSCA1D4C9ftttOJDQ0lJ49e/Ldd9/ZPCYLXEYb6v2HHR+3DxgOuMqynCpJ0j7gabRGdmJJm5lAC6CzLMtXJUnqACRwV5P1O6Beyfuj0YZlA9wE8oA2sizbIwhyGVgky3Js6Q0lHvVQg9eS4WsgB61BraOhQVs3tJ77p4CtsiyrJUmKNxi/rR+3NEAfCmjw2ZWnOlpLqC3OmNpD9+6orl3F86MPYPZszs15g24vreNoSPmrJdzrP3qCykM3OTVUsJ4Wl0jE7J2MXfVrtY6tLArJlgwSewyVqI7BrIjuYCTgtyK6Q40yLm0Rn5BKtyU/Mi0u0cTLrwG9Ab7xsPWJlVKSeDe6Q40M5Y/qGMyyEe3x81DZbFvVKt2OGnjdlvxY4eJwtQlrixkHLqbTeZHWGOizfK/Nxaaq/h2eF3+CxgYVINq89i3xCalmn9nmqg7o7nV7rw/d88/f0/S+qI1q9Ybnx5bp51WQy9otMfqKNg8DdZD5oDCPO337UZyZyR9//MGRI0dM9h03bhzbt29n9+7dFBcXk5+fz969e7ly5QqNGjViwIAB/POf/+T27duo1Wp+/vlnQOuxvnXrFpmZmRbHFRoayiOPPMKcOXPIz8/n+PHj/Pe//2XcuHEOn4/CwkIKCgqoV68eLi4u7Nq1y0iMbeTIkaxZs4bTp0+Tm5vLG2+8YXffgwYN4ty5c6xbtw61Wo1arebIkSOcPn1af6yXLl2y1sVq4A1JkppLWu6XJCnQQtt9aPOnfy55vbfk9S8lXm0AH7RGdIYkSQFoPch6ZFlWA1uAZUAAWmMcWZY1wCrg3RIvuE7YzTjX4C4rgTmSJLUpaesrSdKIkm07gTaSJA0tEVGbgoGBjXah4FFJksIkSfLFOKzdFXADbgBFJV7wvgbbrwGBJfuZYzMQKUnS3yRJUqFdjCgADlpoLyhBGN/OiLc3PPssLF5MxwX/YsHYLjYf6rZQUDtKfAicE1uT08o2wC2VKVJKksMKyRVhfOjUm/9cEsmB2Y/XOsNbN2m3hAZo/spOqzneAO+MbF+jz01Ux2AS5/claUkkzet7mW3jqVJUuUq3owZeZZR9q03YWsy4llVI50Xf2VXRoCp/h3VeeMO7MKewmJlbjhGz7aTVEoxgflHVnusjqmMwCa/1NVmErG1q9aXPjy034aAz+5Hku8uVSmAHWuuoeV4udYOCeO6558wayqGhoWzdupU333yTevXqERoayrJly/QVa9atW4dKpaJly5bUr19fL6zbsmVLRo8eTZMmTfDz8yMtLc3s2DZu3EhSUhJBQUEMGTKEBQsW0Lt3b0dPCT4+Prz33nuMHDkSf39/NmzYwODBg/XbBwwYwJQpU3jsscdo1qyZviqPm5ubXX3v2bOHTZs2ERQURMOGDXn55Zf1JXOfffZZTp06pfP+NzXTxXK0BuMe4A7wX8DSw3IfWuNaZ3z/gtaD/LNBmxUl+98EDgHfmulnA9Ab2CLLsmFNt5eBC8AhSZLuAN+j9aKbIMvy18BbwKaStn8AA0q23QRGoBVwuwU0Rytsptv3OyAOOA78jvaS023LQmusbwZuow2N32aw/QxaQbVLJWrmRiHjJbnz44D3S87BE8ATBmJrAgtIpZWrnZFOnTrJhrkn9yLxCanM+uIYamvJVFZQSHBpcaTthgJBGWg8e6fNiUfSksq7/kqHhYLWy1KWyZ4tNeva5sV2FHvUvu3Bz0NF4vy+thvWECydF1spD5WBufvBEapjzM5MRV3zpUPUKxt7c5ANkYA/S57VlvYX14eW1q/uIldtf7nWl/eu4R+Hv7TcYPZsWLy4AkZWczh9+jRt27aloKAAF5eKy4SVJOl3WZY72W5Z+5AkaS9alfLV1T0WgXmE57uGENUxmGXD2xutIo/rEoaHypI+gzEOCPMKnBRHw/+qkupOaajIWu22vFwVUY+6vFTntVAROasKIGZw+VNpnAlL56U6cnxL3w+O4kx5yc5ARXmrq9LwLiu6Z3kzK+UbxfWhjSpwxPAGSPIPIkdl3sOb6+oOzZpVxNCcnq+//pqCggJu377Nyy+/zBNPPFGhhrdA4OyIq70GYU5op1N4ADHbTtpUPVfaFqIQODHmBH+cqWyNrfrKVUFFqVzbqqVc3RNPS+JPC7afZP4TbSr9enC0LnppPFQKFg+93ymu24rE0nmproUpw/uhz/K9doVE66juxTRnw1qJPXuxlBpTWcyLty5Y7O+pIl+tMYkWmtWvBfEJqRRZWbAX14d1PQuVAszZ5Tta9uDVH807I1UuSoiOrqjhOTX/+c9/mDBhAkqlkp49e/LRRx9V95AEgipFGN81BEuqpLq/Dgv2WDXAR3e+K35oWCZIKUmM7hxaIwWP7iXM5VTnqYtZsP2kUxgxUR2D+fCn8xYn+N2a2i7R5SzM6tfCaopHZU88zdVn/unMDdIy8nBXKfTK4qW5nauukgUZe+uil6a2h6qaOy/OIjD13YxedF70HdeyTFPxVArJSLHdWbzjow8AAK7PSURBVMbsbOhK7NkSVLNEVZ7T0jXGzTH/CW3kibl5RZvXzKWu3kVcH1jVs1g2ooPZ30ONtw//+ziWri+N11e0yXV1R+WiRLX7W63ezz3At99av74E5UOW5V7VPQaBdUTOdw1AV86n9JR7XJcwvdFsLefWsJ2lyYNhG4HzYS13z5lykM1N+qo6z9EebJXYiU9IZe7XJ8gpNDYwy5pH7si4yqPtAFVj5OrOn70e8Mo+b86Cuesq/t9zCQkJYeHChVU6FkmSOH/+PM0MQlnNjQ9s1w13hNjYWD777DMjhePahj3GrSFV+Yy2Z4GggY8rh+f2KfP+lanfUVNoOucbswa4JMGfJfo6Fn9nsrMhLg4uXNCGmkdH3zOGd1VxL+d8C5wfYXzXAFq9usuit2tclzB+OnPD4iS49ETcmhEnflCdF0s/9FD7hKsqG0fE2aq6dnnH1/dwO9d6CoktDAWTKhtr16WOYCer+V7VTJgwwWmMb0HFYfhssHYHVOX9GJ+QyvS4RKvjaV7fi+9m9LK4v630IRcJLgjxVuHIcHKE8S1wZkTYeQ3AkuENEFuqjIghInyw9mDNwLGV7y8wxlII/7LdZ00MxIrKI7eX8hreULX5mLYMb6BWh5rXZEqnH3Vp4k/SrTyrC02yLCPLMgqF0Go1fDZYW9Suyvtx2e6zVg1vpSRZNLwBFmw/afMzGviKfG9Ab2CLFD6BQOAo4he0hmPph7Y21tS8l6lqsZ7ajDOpUlc0Vb3gZs916Uyq/FVBQkICDzzwAD4+PkRHR5Ofn8/Zq1l6dfpWTy+icYs2ePn4Uie8DcHPfKBXrE9LS2PYsGHUq1ePxo0b89577+n7jYmJYfjw4URHR+Pj48MDDzzAsWPH7BpTQUEB//rXvwgLC6NBgwbUf3gQn+8/T7EsU5yfzV9bYtg0tT+HYgZz7YsFJKdc1tdz7tWrF3PnzqVbt254enpy6dIlJEli5cqVNG/eHD8/PyZPnowuim7t2rV0795d/9nW2hYXFzNz5kzq1q1L48aN+eCDD5AkiaKiIrPH4YzYEjaryvvR1jPMUPvFHPYs/tWG52RFsTCqHRcXDyRpSSQXFw8UhrdAILALYXzXABQOCpVLaL1NwvCuPVibwPl7qqpwJDWXsat+JcKKNoIzKPj6eZT9u6yOBTd7DAudEXcvUFhYSFRUFOPHjyc9PZ0RI0bwxZdf8tOZ66Rm5FFw7SLnvlhGfudnqfuPdbi27ce1L9/gys07TN30Px7s0Zv27duTmprKDz/8wIoVK9i9e7e+/61btzJixAjS09MZM2YMUVFRqNW2DabZs2dz7tw5EhMT6Tkvluz062Qe3KjdKGvwateb4H98SvA/1iC5uJL+/Up9NAjAunXr+OSTT8jKyiI8PByAHTt2cOTIEY4fP87mzZuNxlkaS21XrVrFrl27SExM5H//+x/x8fFlPPNVj67cn7X8aAVVW43C2jOsW9OACjEOneE5KRAIBDUZYXzXAMZ0DnOovbUfR1eleUve0vsC5yCqYzDjupheByqlpFetFVimz/K9VgWSnCVFw1btaw+V6SPbXSmRtCSyWhbcLF2XhhgacbWdQ4cOoVarmTZtGiqViuHDh+MZdJ9eTTwr8Vt82vfHLagFkkKJd7u/IbmoKEg7Q+Ff57lx4yb3P/Esrq6uNGnShEmTJrFp0yZ9/w8++CDDhw9HpVIxY8YM8vPzOXTokNUxybLMJ598wrvvvktAQAC/pRbg23UkOaf3A6D0qINXi24oVO4o3Dzx7RpNQYrWm6vzck6YMIE2bdrg4uKCSqVdIJo9ezZ+fn6EhYXx2GOPkZiYaHEMltpu3ryZqVOnEhISgr+/P7Nnzy7Tea9qdLoRtgQHPVyVVTQiLbP6tcBDZfyZEto8ZHtEL20t/qkUklM8JwUCgaAmI3K+awALo9rx541su9RVFVj3Rrm7KCgsNi0R5O5SO9dhvL29OX78OE2aNKnuoZSbhVHt6BQeUKUCYOWlqgXLLI3BWo1jZxIE042hdHUDayJJpanqc67zplnzANb6UNWsLIiLI23bNoJdXZGys8HHBwCNV1105lDRnevk/PEjd/634+6+xUUUZ6eDpKA4+xbDH2mBt5v2p7m4uJgePXrom4aG3g0bVigUhISEkJaWZnVoN27cIDc3lwcffBCAO/lFIMsga68wjTqf2z+sJu/P39HkZwMgF+Yha4oJDvA2+VwdDRs21P/v6elJdna2xTFYapuWlmbUt7nPcUbM6UaYI6ewmPiE1Cp7tug+p6z3f8zgNszacsyo9JwOPw8VMYPbOMVzUiAQCGoywviuAcQnpPK/lEy72lqWZtNyp8D8hMHS+6Xp1asX48aN47nnnrOrfXVjbUJYE6lqAbDyUFpVPDUjr0rqUJfGltfV2QTByvMdV9c51y0Mzdx8zKwIW1WGqlb5gs8vv6Du1x91UTGNCvO5AmQH1mfiyAWkte2EnH0T/BoB4OJTD/euI/F9JNqkm4LU07j4NSDk+VUW1bEvX76s/1+j0XDlyhWCgoKsDq9u3bp4eHhw8uRJgoODTcTB7vz2Ner0KzQavxyltz+F1y7x19opSGgXcld8q83brgwaNWrElStX9K8Nj8+ZcWQxyZyQY2VSnudHeY13gUAgENimdro7axnWVtlljen70+ISzeZY2sq7vFfyMgVVgzVVcR26vMnGs3fqRacqmlrvdTXAnnNeWUR1DOadke1Nwl6rMqTfMBxY5u7iQ6U927KyUPfrjyo3B8/CfLoCKuC/6nw+2Tyf5AO7yE29e+692/cjK3EXBWlnkWUZTWE+uRePoCnIxbXRfShcPdEciycvL4/i4mL++OMPjhw5ot//999/56uvvqKoqIgVK1bg5uZGly5drA5RoVAwadIkpk+fztoftAJtRVk3ybv0O6D1cksubijcvSjOyyLjwAbt+1T+ItnIkSP597//TWpqKhkZGbz11luV+nkVhSOLSTXt+RPVMZgDsx/nz2pKZREIBILajjC+awClf7yvfPwMmYe+IO3TF0lZPgxZU0xB6hmurvsXKSuiSfv0RSa/vU4/4ezVqxfz5s3jqai+pCwfzvUvFlCcd4cb25eR8u4I/vpsOkWZ1/QT9IMHD/LQQw/h6+vLQw89xMGDBwGYO3cu+/fv58UXX8Tb25sXX3wRgDNnztCnTx8CAgJo0aIFmzdvtngsa9eupUmTJvj4+NC4cWNiY2P12z799FNatWqFv78//fr1Izk5Wb/NmmLuhQsX6NmzJ76+vtStW5fo6Gij/S5cuABo8xYnT55MZGQkPj4+dO7cmYsXL+rb7tmzhxYtWuDr68s///lPevbsyerVqx3/wgSAbVXxqjKU7iWBoIpQctctiETM3mny1+rVXVa/n6iOwSwe2o5gPw8kql4ErsoXH+LiUBfd/TxX4CtgLRCmzsf76FY873sE0ObruzdqTv0BL5H+3Uou/3sUaZ9MIufE9wBICiUNhr1GmHyDxo0bU7duXZ577jkyM+9GPT355JPExcXh7+/PunXr+Oqrr/Q52NZ46623aNasGX8f3p+Ud0dwbdM81Ona79Gn05PIRQVcfm8MV9fNxKOJNjw9uAJLSn138qp+ke2bE39x9moWAJMmTaJv377cf//9dOzYkYEDB+Li4oJSWfm50vfP/9bo2r5//rd272sut9oS99LzRyAQCAS2kWQ76rRWN506dZKPHj1a3cOoNrot+dFI2OXKx8+gcPei/rDXUHjUQZOfxV+fvkTdQTNwb/Ig+UnHuLltKQ/OXMtvC4fSq1cvrly5Qv7fZqPwrMPVdf9C1hQT0PefuIe149Y3K0BSUi9yGr//X1eaNm3Ke++9x+jRo9myZQv//Oc/uXDhAoGBgSZh5zk5ObRs2ZLXX3+d8ePHc+LECfr06cPPP/9M69atjY4jJyeHRo0aceTIEVq0aMFff/1Feno6bdq0YevWrcycOZPt27fTvHlzlixZwjfffKM3/CVJIjIykvXr13Pnzh0efPBB1q1bR//+/Rk9ejRt27Zlzpw5FBYWcvToUX2pG0mSOH/+PM2aNWPChAls376dXbt28cADD/D0009TXFzMpk2buHnzJk2aNGHt2rUMHjyYDz/8kH/96198/PHHNSbE3tkofd0aEuznQW5hkdnSNsF+HvpQ8IoIIY5PSGVaXKLZbQ18XDk8t49D/Tkzls654Tk1h+482xKQAu2K7fLoDk7pEWtsQc1eAouh3OXi5Zdh6VKLmz/qMpylPScA2hrLFxcPBLTK+6U1PDxUChYPvd/ieY2JieHChQusX7++zMO1Vo/aeCzKCls0KZ0KAVqhSC9XFzLz1Eb39a5du3jhhReMFl4rg/vnf2s21aqOm5LjC/rb1UfpZ9NjLevx5e+pRsdZkedRIBDYjyRJv8uy3Km6xyEQmEPkfNcAHmtZz0TMqM6DT+BSpx4AWb9vx6NpJzyaPgSAR+OOuDZsxp8JvwBDAZg4cSLfKJuQmpGHe5MHUd+8jEdEBwA8W3YnY/96gvw82LlzJ82bN2f8+PEAjB49mvfee4/t27czYcIEk7Ht2LGDiIgIJk6cCEDHjh0ZNmwYW7ZsYf78+SbtFQoFf/zxB2FhYTRq1IhGjbS5kCtXrmTOnDm0atUKgFdeeYU333yT5ORkfWkbnWKun5+fXjG3f//+qFQqkpOTSUtLIyQkxKjGbGmGDBnCww8/DMDYsWOZMWMGAN988w1t2rRh6FDt+ZoyZQpvv/22lW9FYIn4hFRitp0kI89yCSRrRp7OSzsv/oTRdZ+akcesLdqwWUcms7q2pQ3w2mZ4g9YjV9rQ0YV9W1rIMGccWUMDzNzs+PdQFQT5eZi9tirN+9i8Obmu7ngW5ptsylG5keR3Nx/bMBfeHuVpgM6LvuNaViEAGb+cwyX7WjkHbJlgP49y5/maW1Qwh7pYJiNPjUZdwIXfjzA7K49b1/9i1YIF3N+tD92W/FhpOcfxCanl1j4B87nVNU0QUyAQCARVjzC+awA/nbmBV0Eug87sJ+J2GrML8/Byr6PfXnTnOjlnfiH3wm93d9IU4d+so/5lgwYNmPWgdmIuubih9PLTb5Nc3ECdz6x+LTi754je2NURHh5Oaqr5UNPk5GQOHz6Mn9/d/oqKivTGuyFeXl7ExcXx9ttv8+yzz9KtWzfeeecdWrZsSXJyMlOnTmXmzJn69rIsk5qaqh+PJcXcpUuX8uqrr/Lwww/j7+/PzJkzeeaZZ8yO117VXUmSCAkJMduHwDLxCakW1XLtxddDRXxCqln1bLVGJmbbSYcntDVJqK48WBJMAkyE2KbFJbJg+0lkGbsNbx3Fslwt4nm2sLb4UClER6OaOg0KTTfJkoIdre4qlSvtEC0zXCAxdwflqzV0XvRdpSwalUd4UHvfJ6K2pfhpgkzGLxu4sW0pz69wxaPJQwQ06IeiZAGlogUDdQtNlcW98pwRCAQCQdkRxncNIOiPo+zeEoMka/BSF7AE+GD7Uj6LfoOjIW1w8amLd5vHCBwwxWi/0jU7dZOClw64cDtLOxkslmXqerui8HIlqmMw6/4IMgn5S0lJoX9/bSheadXb0NBQevbsyXfffWfXsfTr149+/fqRl5fHvHnzmDRpEvv37yc0NJS5c+cyduxYR04NoDWoV61aBcAvv/xC7969efTRR2nWrJndfZRW3ZVl2ei1wD6W7T5bLsMbQJJg5uZEi9utedQF5g2Abkt+NGtgmwv7txddLrWzGBu6iIvSxxni7155Y/TxQbX7W73auWdhPjkqN2RJwYQRMeS63vW4j+5svYyWrQgEv+7aZ6POE14W/DxUZu8fW/WdraEbt+OGNyhU7jR6+l2rbSryOrO3RJhAIBAIBJWFEFxzdrKyWLslBu/CPLzUBYA2f9GjqJC1W2LwLMzDq81j5F78jbxLvyNripGLCslPOc6ta3+ZdBfVMZinH4lg+IMhXFw8kKQlkfx7VEe8SurKDhw4kHPnzrFhwwaKioqIi4vj1KlTDBo0CNB60C9duqTvb9CgQZw7d45169ahVqtRq9UcOXKE06dPm3z2tWvX2Lp1Kzk5Obi5ueHt7Y1Cob0EX3jhBRYvXszJkycByMzMZMuWLXadoi1btugNZX9/fyRJ0vdrL5GRkZw4cYL4+HiKior48MMPuXr1qkN9CCpG2fd2rppi55eiqFFUluJydSs5G4rDTYtLNGtYnr+eQ5/leytvEN27o7p2Fc+PPoDZs/H6+EOWr/2JhNC2gHaRc1yXMH09dEsK/1VhGMYMboNKYbyAqlJIxAxuU+Y+q2LcqRl5NJ3zDfPiy+e1tnW9Vk5BNYFAIBAI7iI8385OXBySBVE8SdYw6PR+NrfvS/2hr3J77xpubl8GkgK3RvfResQMhz8uMDCQHTt2MHXqVP7xj3/QrFkzduzYQd26dQGYOnUqTz/9NB9//DHjx4/nvffeY8+ePcyYMYMZM2ag0Who3749y5cvN+lbo9GwfPlynnrqKSRJokOHDnz88ceANhc7OzubUaNGkZycjK+vL3369GHEiBE2x3zkyBGmTZtGZmYmDRo04N///jdNmjRx6Ljr1q3Lli1bmDJlCk8//TRjx46lU6dOuLm5OdRPdVDldY2tYCnn1hF0ERmCiqMivhdL/VYXjuSqn7+eQ3xCauXdF97e8Oyz+pevAa+Nvru5z/K9ZsXODMOqq2IhozLqOFfVAkyxLOtTUXQLGY5i6z54N7pDmfp1lNK58d2aBtitAxCfkMqC7Sf1USt+HiraBPlw6NJtimUZpSQxunNomc9RbceZfi8FAsG9iVA7d3YcUNM1xJkViWsCGo2GkJAQYmNjeeyxx6p7OBYxZ4BUp8KuoznfHiqlydjtMaZWVMC13Wf5Xs5fz9G/rs33jKOiaoZIEjzSJID/pWQ6zXUG1tX0zWFL8b00FTVJL32dWRobWBci1OFsQoGOfg/lRUJrJFv6bkoLPvp7qpj/RBur4oKGbSobS6J0zet78d2MXibvG16Hvh4q7uSrsefxahhtIdDibL+XgspDqJ0LnBkRdu7slKjpmiNX5U6Kf5DZbWO6hIkfEwfZvXs3GRkZFBQU8OabbyLLMl26dKnuYVmlyusa2yCqYzDLRrS3O4fUXE3oYDu8qdM3J5arHnjnRd+ZGEQatIroY1f9WuZ+nZWojsEMe9D688BTpdCLgulCpZOWRPLn4khiJ3Wt1vrd5nDU4+pI+3nxJ5gel1juGvTxCak2DW/d2OypHe1shjc4VvPaz0NV7tBuGa14oLnvZuyqX03SD27nqvX3tbk69CuiO5DwWt8qu5YtqcHrojMM0RmLumPNyLPP8AbYePhyOUda+7D1e2kpJUQgEAgqEhF27uxYUdNVqZQc7dwXzMwpfzpzo9KHVtv49ddfGTNmDIWFhbRu3Zr4+Hg8PKovrNYatuoyV6UnqjSlBb8MyyUZ0q1pgEV1YFteWlnWGspHk9Md9u7EJ6RaFa06cDGdsat+tTsMtKZg65kw9MEQq+fS2ZScHQ2ltzdEvnSJOx2OCn85oqwd5OdRKSHhVUHpcft6qJAkyMhVWzwGe6IBrGHOgJrz1XHyrKi+HbiYzrz4EyyMcl4v57S4RGK2nSRmsNYLX558+mJZrtxUixqIpQW41Iw8ImbvRAJ9lYGKVtoXCAQCHSLsvCbwyy9Garq5ru6oXJSodn9L4x2ZZkvSSMCfSyKreqSCKsCeEGJdaKazTBoczXG0tbhgiKMh6PaGyVZEaLsz0Xj2TrPPCh2OhmVXN46G0tvzfcYnpDI9LtHieXLkuWrvdaZSSiwb3r5WXWv2Ep+QyrS4xCr9zOBqXtQwl/tfWagUEstG3JvXljnKkiJR056LAi0i7FzgzAjPd02gRE1XFRcHFy7g2awZREeDtzdBv5j/MalOISRB5WKPN0QuaVcRk6558SeIPZSiN0i8XJUsGuKY98hRL7LOy2rP5NzR47Q3/HhaXCLLdp+tEd5HS4sVhnmktjzF1a1c7ii678Qwv9cS4+xMw1m2+6zVBQpHnqt2n0/nX/+uNKI6BnM0Od1spIECQMIozFqpkPBxcylXucHq9mh2axpgMfS8olFrZKcqB1jdzOrXwmHti5r2XBQIBM6PML5rCqXUdHWY+zHxUCmZ1a9FVY5OUIXoJgOZv26mKOOqSX330u3KQq9evRg3bhxJdTubTIxzCouZueUYYHnyak6s6mhyuokR3yHUl28+ex/17b+o+8S/8FApWDz0fn2/UR2DjZR9y3ucEyZMoCilCOXDo8m//Ae3vn2f4En/sdg+NSOPaXGJLP7mlNPl2uqw5gE+fz3Hbk9bTVywM1yksRR23K1pgN2pCdauJQkceq7aGxZ/rxtIC6Pa0Sk8wETBW1f+rPRzBEzTUuwVatRRnTXqYyd1LXfYvSMI4/EuhikS9nrAa+JzUSAQODfC+K7h1NQ8QUHZ0U3qfbuOtNmuvFgS7Sk2MBgiIiKYOHsJezLq63M+cwqLUJcU607NyGPmlmMUl1IKyiks5sDFdCPHX55aw4wST7fuGp7/RBur3m9Hj7NLk0D+UCkhtK2R4X3l42cIHDAFj4gOJvtcyyqk86LvnNIAr4g6yzV9wU5nhM+LP8HGw5fLXHLJmsE81kERy1n9WlgNYTfkXjeQrOkJWHq/9G+eo+Hr1XnOv5vRi/iEVGZuPlbusop+HiqrkQDCeDRGd63ZG4Jek5+LAoHAORHGdy3A2YSQBOWntOf4sZb1+OnMDdIy8vDztK0kXlHGlLWJoW7ymltYzH/3/4ki1AfA7ESwtOFtDQ3GoeSGoamyphhJcVdZWaWUHD7OFg19GDu0nf78uijAik6TnmtZhU4pYFRWI0IpSWhkuVYt2C2Maleu8krmIokktIa3o/3qrlvDaA9LCAPJMcz95lkKX7dEdZ9z3fhnfXFMv1BpD+Zy1jss2GPRABfGo3nsfW7WhueiQCBwLoTxLRA4GaXDiE99u47Di7ahKcxD6R1Abp9/4BHRgYxfYikqCdcuyrxG6spnCRwwlayDG1BpCrkavIQjRQ/y7LPPkpKSwrhx4/jggw8AiImJ4cKFC6xfvx6ApKQkGjdujFqtxsXl7mNBKUnkp6dx69v3UV//EyQJ98YdCezzD0Ib1mP8+PHcuJqKtDkGJAW+3Ubh23k4BalnuP3jagpvXcalTj0Cej+Pe9j9AKgzrnLrmxUUXruIW6MWqAJNJze6idHevXsZN24cL730Epmr30EKvh+f/lO5c/hLco/vwVWTx4bzfXh05UoCAgIAGDFiBPv37ycvL4/27dvz8ccf06ZNG6P+ozoG45d5nnHj/s6fV67QK3IYyVk3uPHl6/rjKEj5A/cmD1LnwSf0+40d2IP1H73DkCFDKujbLj+Oqn7r0MhyrRJldKQut6W2FR1JpAupNlQCN4wKgZofdeAsLIxqx4ZDKdixjuY051x3Xc3YnGhXCTFL4l8xg9uY7cNerYN7kbI+NwUCgaC8iDrfAkEZmTBhAvPmzavwfg3DiNW3rpD1vx00fOpdwqZvocHI13HxbWBx3wc9b5F5NYWvvtjMtGnTWLRoEYMGDWLAgAFs3ryZffv2OTSW0Z1DARnfLiMImfw5Qc99TPGdm2Qe2Misfi1Yt24dSp961Bv2GmEzvsC383CKsm5y/YsF+D4STejUjfg/9iw3vl5McW4mADe3L8O1QVNCX9qAb7dRZP/xo8nnGnqlrl69Snp6OldTL5N6aDszgi7RIv8MF4//xs1rV/H392fy5Mn69gMGDOD8+fNcv36dBx54gLFjx9o8zr07vyQ8LIz573+mPw6vtn8j5+RP+jaF1y+Rn3GTyEjnMlgdqbNsSHV7/iqS0vWQrdXlNtd2elwiESW1fQEOzH6cP5dEcmD24+U2XqI6Buv7S5zfl2XD2ztVvfTahC01f2c851Edg7E38tyat1YpGVdQVykkOoUHlGdotZpZ/VqgUlqvOu/l6vhzVSAQCGwhPN+CGk9ERASrV6+md+/e1T2UCsFogqVQIBerUd+6jNLT16LhXcfNhVTg038vwd3dnb59++Ll5cXo0aOJjo4GYNiwYSQkJNCzZ0+7x6ILtdWFzipdfKnXdSiq41/pJ68uCuMJTM7JvXg07YRH04cA8GjcEdeGzci7eBT38HYU/nWeBtGLkFxUuIe2xaPpw0b7KzAOlVQoFCxYsAA3NzcAVq5cyQcffEBISAig9eKHhYWxbt06XFxceOaZZ/T7xsTE4O/vT2ZmJr6+vjaPt1uzunxzS+ZaViGezTuTvvsD1OmpqAKCyfnjJ+q1fwxXV1e7z19V4IjqtyHO4PmrKMzlvVsS1TLX1rC277S4RKbFJVZaqTmRJlR5WPJmOnu5KHu9sJYWzJbtPou6lNtbrZFZsP2kuNYsoDsvlgQ9lQqJRUPKnsIiEAgElhDGt6BWU1RUZBRGXRMI8vMg49otBp3ZT8TtNL5p1pkf9q/j5q0ruDd+AP/Hn8PFJ9Bon4KSMNYGDe4a5x4eHiavs7OzHR7PS13rc2HTIvbv309WVhYajQZ/f3/99joexjnoRXeuk3PmF3Iv/Hb3TU0R7uH3U5yVjsLdG4Wru36Ti289iu/c1I6xlNo5QL169XB3v9s+OTmZIUOGoFDcDdxRKpVcu3aNhg0bMnfuXLZs2cKNGzf0bW7evGmX8Q1weG4fOi/6jmtZ4NmqBzkn9+LbfTQ5p3/GM2q2iXq4rZrlVYGh6rctdXgAlaJ25TJa8giae9+RUnNQu85TbaemVv+wtwRWWkae/vmjU4SP6hhs0XC/nat2Sp0KZ8FwIcyRtBWBQCAoDzXLKhEISjF+/HhSUlJ44oknUCqVvPbaa7z88susXr2aBQsWEBERwc8//2w1D3jChAl4eXmRlJTEzz//TOvWrdmwYQNNmzZFlmVmzJhBbGws+fn5hIeHs3HjRtq2bQvA7du3iYyMNNnPXA61rnzXc889x9q1a1m1ahUPP/wwa9asISAggPXr13Pu3DnOL/0X8u1bNFW68HxxEU+p3NglyzzrHcCdcwfJu/AbdToP1Z+DosxrJK/UlqFr0qQJubm5TJ8+Xb9dl98NoFarGTduHF9//TVqtZqzZ8+yY8cOrl69CsBrr73G3r17OXz4MLdv32bIkCE88sgjpKSk0LZtWw4cOEBiYiIvvviivn8vNxeUbkqKSl67+NTFu81jZkugFWVeR5OfjaYwX2+AF925gYRk0dMolQqnDA0N5dNPP6Vbt24mbdetW8fWrVv5/vvviYiIIDMzE39/f2Q74joNP+fw3D7EJ6TyWuZATm9ajG/jtkgqV9yCW5nsd+Biun5CbE4MqSopPZm0pABdZE9ibA3CkufQnKfQkVzPl788LibgNYiaWv3D3hJYhk+xjDw10+IS2XLUusjcvVzGzhFERIpAIKgqRM63oEazbt06wsLCmP3uGtrP28Z7f9YFYP3Xuzh9+jS7d+8GbOcBb9q0ifnz53P79m2aNWvG3LlzAdizZw8///wz586dIzMzk82bNxMYGGhzP3s4fPgw999/P7du3WLMmDGMGjWKIwcOcCk/j1hgZnER/wMOqwuoU1TIzux06rTsgXtEe7ISdqG+dcWkz5MnT/LDDz/w+uuvo1abej8TExPJzMxk06ZN+Pj4EBMTQ2FhIYsXLwZg8+bNrFu3jq5du3Ljxg26du1KSEgITz31FG3btuXll19m2bJlRn02aNCAvqF3DVevNo+Re/E38i79jqwpRi4qJD/lOEV3buLiWx/Xhs3J/CUWuVhN/pWT5JV4yJftPmvXeXvhhReYO3cuycnJANy4cYOtW7cCkJWVhZubG4GBgeTm5vLKK6/Y1afuOC5duqR/HdUxmOMfv0Tjet78tWcVXm1sh61ayzWuaqI6BhNsIUy1NuV7g/m8d0seT0dy5Atq2yrFPYBhjn1F5OxXFbpxO8qBi+lWt1e3qJgkSfrF39LExsbSt2/fKh6RQCAQVC/C+BbUeHSlrgwnGSkRkXx3LgMPD62R8cwzz+Dj44ObmxsxMTEcO3aMzMxMffshQ4bw8MMP4+LiwtixY0lMTARApVKRlZXFmTNnkGWZVq1a0ahRI5v72UPjxo2ZOHEiSqWS6OhoLl++zGutWqEo1tAXcAUuALOBYcDgokLq3kgioO9kvFo9SlHmdZM+PTw8aN++Pe3btzdrfCsUCm7dukV4eDijRo1i7NixPPbYYwwaNAiAp59+mqZNm+Li4kLbtm1p2rQpH330EYmJiWzZsoVt27YxdOhQoz7nzJnDjs8/JGVFNJmHv8KlTj3qD32VzENbuPL+WK58NIE7h7+CEh3iuoNnUfDXWS7/ezSZv2zEu612wmlvOPDUqVMZPHgwffv2xcfHhy5dunD48GEAnnrqKcLDwwkODqZ169Z06dLFrj51x7Fw4UL8/Px4++239e8/9dRTqG8k4dXmMbv60eUaOwOOGKU1maiOwSwe2s4uUS3DtgKBI6xdu5bu3btX+efe3Pkut39eV+b9nWEx0Bxjx45lz5491T2MCiM+IZVuS36kcYl4o7Oed4FAUL2IsHNBzSQrC+Li4Px51Jl38MjPNdpc5BGgD7crLi62mQfcsGFD/b6enp763OjHH3+cF198kcmTJ5OcnMzQoUN5++23qVOnjtX97KF0PjZAg2vXoDBf+x4QBPwGHEZrhB+9nUbO6n8gF6vxatmduoNmUpR5DYD2r32jD3H39PRk6dKl9OrVi7179wKwfv161Go1b775JqNGjSIjI4Pnn3+eRYsWoVKpiI2N1S8s7N27l3nz5nHlyhXatGnD77//zvfff88LL7zAzJkzmTlzpn7sclgnQv+5FoWB8ewW1IKGY5boXwf7eehrlGfQkIZjl5qcD3Pe2F69enHlirGHX6FQMGPGDGbMmGHS3tvbW+8F1/HUU0/p/1+7dq3Fvp988kmefPJJkz7DwsJwC26Nyq+hyTZLlLX2dkVTU8Nwy4IjYaOGOfKWQvMFAkOKiopsN6oA/DxUDgkn2sPSXadq5T3vTJR+lujEG0HoRggEAmOE51tQ8/jlF9QNG5E7+SVYuhTf3Dt8sG0pna6cvNtGkkjLyCM+IZWWo+exfFUsfsNe57O9p0hKSgKwKw8YYMqUKfz++++cOnWKc+fOmYRdm8PLywuA3Ny7iwK6vGqrNG9OroEYmY4xQH+FkkmPPUfY9M34dBhA6fo09kzYVCoV8+fP59SpUxw8eJAdO3bw+eef2x6XBQzLNlnCz0OlDwNNeK0v70Z3qDHe2NzcXD766CO8O/RzaD9nCuuuqWG4VYGtc9GtadlKNQkPmGPEJ6QSPmASLj6BKN08CY5oyg8//ACYlnTcu3evvtIBaKtdLF68mNatW+Pv78/EiRPJz883avvmm29St25dIiIiiI2N1e+bmZnJU089Rb169QgPD2fhwoVoNNoInbVr19KtWzemT59OYGAg0dHRvPDCC/z66694e3vj5+dnchyHDx+mYcOGFBffFU77+uuvuf/++wHQaDQsWbKEpk2bEhgYyMiRI0lPvxs2/ssvv5D/1StcXhHNlY8mkH3ie7ISvyXn1F7uHP6SlOXDuf7FAgDUNy9zdcNsUlZEk7b6n+SeP6zv5+bOd7m1+0OubZlPyvJhXDpuIH5ZQq9evZg3bx6PPPII3t7ePPHEE9y6dYuxY8dSp04dHnroIf1vJWgjjkJDQ6lTpw4PPvgg+/fv128rLi7mzTffpGnTpvj4+PDggw9y+fJl/fbvv/+e5s2b4+fnx+TJk/W/vaUjCSRJYuXKlWbbAnz66ae0atUKf39/+vXrp089cgZmbk506H2BQHDvIoxvQc0iKwt1v/6ocnPwLPEQNwT+Kipk7ZYY3EveA/DzVDHnqxOkZ2SCi4obaldmxx1l9PNT7f64I0eOcPjwYdRqNV5eXri7uxupbFuiXr16BAcHs379eoqLi/n000+5ePGi7Q+MjkblYpqPmgX4SQq+bfsYBWlnyTltWq87yNe2wffTTz9x4sQJiouLqVOnDiqVyq7jsYS5sk2GqBQSMYPbGL3nSIhwdbJ7927q1atHgwYN8Gvby+79nHUhQWAeS+HnKgVlUrF3pOa4QHu+ZqzaReqBeBo+9S6h07fg/sRrnMsxXYS0RGxsLLt37+bixYucO3eOhQsX6rddvXqVmzdvkpqaymeffcbzzz/P2bPatJCXXnqJzMxMLl26xL59+/j8889Zs2aNft/Dhw/TpEkTrl27xvr161m5ciVdu3YlOzubjIwMk3F07twZLy8vfvzxR/17GzZsYMyYMQC8//77xMfHs2/fPtLS0vD392fy5MmAtorDgAEDmD97JnE//0Grf36Ma/0m+HToj1frXtTpPIywGV9Qf/h85OIirn/5Oh6NH6DJtFhGTnmVmzveNtIByTm1D9+u0YRO30LjNg+aPW+bNm1i3bp1pKamcvHiRbp27crEiRNJT0+nVatWLFiwQN/2oYceIjExkfT0dMaMGcOIESP0ixzLly9n48aNfPPNN9y5c4dPP/0UT09P/b47duzgyJEjHD9+nM2bN+u1WMxhqe3WrVt58803+eqrr7hx4wY9evRg9OjRFvupaootrOVbel8gENy7CONbULOIi0NdZGzszQEWAiGFeYQc2AhoL2xZ1ubferV9HJc69bny0dNcXPk8F2hk0q0l7ty5w6RJk/D39yc8PJzAwEBmzZpl176rVq1i2bJlBAYGcvLkSR555BHbO/n4oNr9LWpPL72ybY7KjeUursxw8+LMh0+ReXATXi1N8w5n9r3PZvdXr15l+PDh1KlTh1atWtGzZ0/Gjx9v1/GYw1p4dbCfB8tGtLeYd+vs3th+/fqRk5PD1q1beTva/OS1NM66kCCwjKW8+GUjOpSpP2s1xwWmLNt9loJiGblYjfrWZeTiIoq96rL+VIHdfbz44ouEhoYSEBDA3Llz2bhxo9H2N954Azc3N3r27ElkZCSbN2+muLiYTZs2sXjxYnx8fIiIiGDmzJmsW3c3tzooKIiXXnoJFxcXfWqQLUaPHq3//KysLLbv2MmW2+E0nr2TOYuWM3DCdEJCQvT6I1988QVFRUVs2LCB3r17M3r0aIY/HMGJJcP5aMpQ/eJQHXcXxnUJw89DRUHaGTTqPMIfG83b0Z1Y/9pzRA99koCrdz3cns074x7SGk9XFS8PMl+veuLEiTRt2hRfX18GDBhA06ZN6d27Ny4uLowYMYKEhAR923HjxhEYGIiLiwszZ86koKBAv4ixevVqFi5cSIsWLZAkifbt2xsJk86ePRs/Pz/CwsJ47LHHrGqjWGq7cuVK5syZQ6tWrXBxceGVV14hMTHRqbzfAoFAYA8i51tQszh/Xu/x1vFkyR/AR/4NSXp5BzJ3w7AVrh7UH/aqvn0RIMt385EN84DBOBf4b3/7G8ePHzc7FGv7gVZh/c8//zS774QJE5gwYYL+dbNmze6G13XvjuraVVLj4uDCBb7OcmeJWxvqqcxP/tz8GvL1/64YGXy6PG/QlhrTMXr0aIveAsN9ACPvEUDv3r1NVGstlW0K9vMok3KvsxLVMZijyemsP2S5rI+lUmn3MjWhdm5F58VbSsFwFh0ApyIrix774hl3O41vmnXmh/3ruHnrCu6NH6D48efs7iY0NFT/f3h4OGlpafrX/v7++jQgw+03b95ErVYTHh5utC019W6EgmG/5khJSaF169b619nZ2YwZM4ZHHnmEjz/+mLnv/hdFvSbckrQaIfm3r7Fg6kTemvU8KqW2QoRSqeTatWtcvnyZpk2bGvWv0yaYcOZzQkJCWBjVjoVR7YiLu83b55pxJKa/0di9b90iMroDz3+npNAt0Gbpw9K6I6VfG2qYvP322/z3v/8lLS0NSZK4c+cON2/eBDA7dkMc0Uax1DY5OZmpU6ca643IMqmpqUbfoUAgEDg7wvgW1CxKcqJLG+Cg9RAn+QXZ7MKZ8nEt4u0Nz2prdw8p+ZsXf4LYQylGtV49VMpq9bTO6teCOV+dMPL01daw64VR7egUHsCC7Se5nXs3v97fU8X8J9o4nVFZ3cQnpDJryzHUGu0Vm5qRx6wtxwDnEyCqqBq/fZbvtbitOp478+JPEHs4RS8P4alS8ObQ+53j/P/yC+p+/XlVXYSXuoCnVG7IkoKxUbP5/sQPZOxbS3zC3/Dy8rKpnWGYX5ySkkJQ0N3fgdu3b5OTk6M3wFNSUmjbti1169ZFpVKRnJysN6BTUlIIDr57biTpbglFc6/DwsJMDMnWrVsTHh7Orl27WLc+Fo9WPfXblHXqEjhgKk3bPmiyOBkaGspvv5nmZpv73KCgIC5fvoxGo9GnDaWkpHDfffdphQTbNdIa6xW0ALp//36WLl3KDz/8QJs2bVAoFPj7++sXjENDQ7l48SJt27atkM8zR2hoKHPnzjUpE+osNK/vxfnrOWbfFwgEAkNE2LmgZhEdjUJpvkavLCnY0aqH1d1rsmG4MKod70Z3cKpc6ZqSv11RRHUMJuG1viQtidT/JbzWt9Yeb3mI2XZSb3jrUGtkYradNNu+NoiUmZt866jq587YVb+y/lCKkS5jrlrDtLhE5sWfqNKxmGCg3eGlLuAscFhdgKowjzVfL0alUCJLEnO+OoEcEM4333xDeno6V69eZcWKFSbdffjhh1y5coX09HQWLVpEdHS00fb58+dTWFjI/v372bFjByNGjECpVDJy5Ejmzp1LVlYWycnJLF++nHHjxlkcdoMGDbhy5QqFhYVWD2/MmDH8+9//JvPP43i26KZ/36fDADJ+/pyUklDpGzduMOfdT+m25Ec+utyQbd/sZtZbKykqKuLWrVv6kOsGDRpw6dIlfT+dO3fWV7RQq9Xs3buX7du3M2rUKBsnvmxkZWXh4uJCvXr1KCoq4vXXX+fOnTv67c899xyvvvoq58+fR5Zljh8/zq1btyz2d/ZqFt2W/Mi/thzj+JVMu+71F154gcWLF3PypPb5kZmZyZYtW8p/cBXEdzN6mRjazet78d2MXtUzIIFA4LQIz7egZuHjw/SnFrFszRwkWYOXuoCcEo/JhBEx5Lqa9y5J4LRhr45QUR668mKuRJOLRK0KNReUD0vq++be14mU6SIodCJl4Hxe8rJSWcdhGNrv66FCkjCKzDDH+kMpdAoPqL5zW6LdoSp5WYC2lOJpQKXOJ/D6nxSMWECeupgEr/tp3749ERERREREMHHiRN555x2j7saMGUPfvn1JS0vjySefNFJHb9iwIf7+/gQFBeHp6cnKlStp2bIloBVAe+mll2jSpAnu7u5MmjSJZ555xuKwH3/8cdq0aUPDhg1RKBT6sOvSjB49mjlz5uB738MoPX317/t0GgyyzM0vXsPj85cocvXBs2UP/Hs+jbJOfeoNn897/36X5a/NwN/fj3feWkyHDh149tlnGTFiBH5+fvTq1Yv4+Hi2b9/OP//5TxYvXkxwcDCff/65/rgqmn79+tG/f3/uu+8+vLy8mD59ulFI/owZMygoKKBv377cvHmTli1b8vXXX5vtKyU9l99v5uNfV5uGUViksavc35AhQ8jOzmbUqFEkJyfj6+tLnz59GDFiRIUcY0UgDG2BQGAPkr3llqqTTp06yUePHq3uYQichMazd+JRmMeg0/uJyEgjyS+IHa16WDS8AZKWRFbhCGs31moju0hwYbE41wKImL3T4rbS92O3JT/WCu0AR465Iii9aOEIKgWcf7Oa7tWXX4alSy1u/qjLcJb2nABoF07/tHLuIiIiWL16Nb179zbZtnfvXsaNG2ekxVGVWEoVGvZgMBsOpaCxsq9KIVkUrKzJVPU9UpNwRCOjJuhpVCeSJP0uy3Kn6h6HQGAO4fkW1Di0Il+wuX1fu9qXtVavwDzWVJuLnH8tT1BF+HuqzHpg/T21/k7d5NFajfjUjDwaz95ZYyaXVZ33aavUnzXU1iy/ysYB7Y4aodFhhviEVL78PZXSj8Q8dTEbD1+2aniDNkVj2e6zTn/NCyoGRzQy7oVIIYGgNiNyvgU1jln9WiDZbgaUvVavs+CMebBCtVlgD/OfaKNXdNahUkrMf6KNUS1sW1R1rexevXqxevXqMrWv6rzPGnsvRkejcrGt3SFR9bnyjmDt+WxtYaTYzohDS9+vM/4uCMqHJY2MOV/drbYSn5BK61d3MS0uUZQzFAhqMMLzLahx2FP2CbQrS2Wt1esMOOvqtqXyYgKBIdZKeHVYsMdhj61ucmnt2o+JieHChQusX7++XGMvT/8VbWhbCy8t770Yn5BaPc8SHx9Uu78l+299rWp3jO0SZnN8SUlJFreVLv9Ykdh6PlfEM9LPU2XyXnxCKjO3HKPYwEM600mrCAhso7u/LWlk5Kk1+sWVGZsT0VhZt6mxi3ECwT2GML4FNZKFUe3Ycewviz9YAMtreN1lc56TPHUxMzdX70RrVr8WdgnkCATmBALjE1Kt3rfWKO/kUpZlZFnWl2dyduITUpn1xTHUxTKyplgbivrF3ft/Vr8WTI9LNAlttpdqDWvu3p3Okz8n0oJ2xwonf35bej5XpPfRnIN87tcn9Ia3jmKNzNyvT5icrz7L95qkQXRrGlCjo8FqE/ZqNuiuKWuGN9TcFA2B4F6jZsxABAIzWJvAO/vEzR4sGRrFslxlIbjmiOoYjJ+HqUcGtAJZAoEl4hNSmbE5EYCiOze4/vUiLr83hsv/Hk36dx8DIMsaMg5u4srHE7n8/lhu7ngHTYHWgAiQM5Ekic8++4ywsDDq1q3LokWLAPj222958803iYuLw9vbm/bt2wNa7+fcuXPp1q0bnp6eXLp0iYMHD/LQQw/h6+vLQw89xMGDB22O3VL/AMnJyXTr1g0fHx+94rOOQ4cO8cgjj+Dn50f79u3Zu3evfltaWhqDBw8mICCAZs2asWrVKv22mJgYJowbxV/xy0h5dwSZh7aQ8s4w8rMzeaUkFDVMvsb1j8cjFxeV4duofk+ZX/0ANrfvy9KeE9jcvq/e8A7283D657elc5eWkVdhBnimmd+4nELzhlrp980Z3gAHLqYzdtWvFTK+smBJg+Ve1GaJ2XbSrgigtIw8u+5VZ07REAgEdxHGt6DGEZ+QalUx1c9D5fQTN3uwtopd3fldMYPb4KEyztmsyTXUBZWPzsujkUHWFHP9iwW41KlP8AufEjL5MzxbPQpAzonvyTnxAw1GLyb476vRqPNJ/24lANfuaAW61m/dzdmzZ/nhhx94/fXXOX36NP379+eVV14hOjqa7Oxsjh07pv/sdevW8cknn5CVlYWPjw+RkZFMmTKFW7duMWPGDCIjI63WJQas9r9hwwbWrFnD9evXKSws5O233wYgNTWVyMhI5s2bR3p6Om+//TbDhg3jxo0bAIwaNYqQkBDS0tL44osveOWVV/jxxx/1/Wae+RXPFt0InRZHnYeG4BbWltwzv5Cr1tDx9T3EvPMxzzw1ln+P6aQXsnOE6vaUzerXosY+RyydO51GgS1UCtvKJeX5fqzVnD9wMb3acsVjJ3U1MbR1ryNm79T/VecCQVXgSARQkJ+HXddCbZj3CAT3AsL4FtQorJW50hEzuE3VDKaSsTUBrU6vVVTHYBYPbUewnwcSWk/V4qHtxI+/wCKGYbqFf52jODsd/8eeQeHqjuTiinuI9r7NObWXOg9FofJriMLVA/9Hnybn9M/Imrseoj9DB7D7TDrt27enffv2RoawOSZMmECbNm1wcXFhz549NG/enPHjx+Pi4sLo0aNp2bIl27dvL/OxTZw4kfvuuw8PDw9GjhxJYmIiAOvXr2fgwIEMHDgQhUJBnz596NSpE9988w2XL1/mwIEDvPXWW7i7u9OhQweee+45Pv/8c32/bkEt8byvK5KkQKFyw7vt38g5+RMA6dn57Nz6BaEP9yOqYzAJr/UlaUkkSUsiWRHdwWJ0ig5nMHJr8nPE3MKBvfh5qFg2or3V78nS92PJZLdXhFRHVYoYliZ2UlejYz9wMZ0DF9ON2lS3h76ycWTxfFa/FtV+rwoEgopD5HwLagzxCan6fGdrHE1OrxGTt9KUFla6lWVahseQ6vZamcvnFQgskZaRh1dBLoPO7OfWhd/YoXLHW11AjpunUbuirHSUvvX1r11864OmmOKc2/r31G6++nxlT09PsrOzrX52aGjo3XGkpREeHm60PTw8nNTUshshDRs21P9vOJ7k5GS2bNliZNir1Woee+wx0tLSCAgIwMfHx2gcR48e1b/28L97HgA8m3chffeHqDOuUpSeisLNi/+ckvi/UuOxlGvvjHWBy/IcqYpjMfwMCYxKg+kU7I8mp5vU8baGUoJ3RhqnROn+t/eYxnYJMys2OrZLmANHp8UeEcOxq341MoxVCoh+OIxNv12myCAJ2RFV/3nxJ2wKpoLWAI+YvbNSKwZUF44snuu+ny1HU0wWKXS4Kx1dfhEIBNWFML4FNQJdyKo9JVpiD6ewMKpdFYyq4jCnnGsLsRIuqEn0z7jAsjVzkGQNx9UFbAUOfPgUz41cwNGQu9EqLj4BFGde178uunMDFEqUXv4UZ93NpTY3eZUk8xNQw/eDgoJITk422p6SkkL//v1tHoOl/i0RGhrK+PHjjXK5dVy+fJn09HR9KLxuHMHBdw2h+0P8MByp5OKKZ8se5Jz8CXX6FbzaPEaxnZZfbVksM1cPeVpcolFElKdKgZtKSUauukzGeenncelTfP56Dn2W7yW3UGOX4R1sxxjs/X50v20bD1+mWJZRShKjO4ea/OZZqjlfmtK/NYaLAC4K03rwag1mDWfdObFlJMcnpBJrh+Fdlr5rEvZWKjDUUYmd1NXswoW7UuLMooEVPkaBQFA5iLBzQY3AWs3U0thZQtWpcOT4dNSGibTgHiEri3c/n4t3YR5e6gIeBoKAhep8Ptw8H/fcTPKvnALAs1VP7hyNR51xFU1hHhn7PsOrZQ8khXGIr7nIjwYNGpCUlIRGozHZpmPgwIGcO3eODRs2UFRURFxcHKdOnWLQoEE2D8Oe/g0ZN24c27dvZ/fu3RQXF5Ofn8/evXu5cuUKoaGhPPLII8yZM4f8/HyOHz/Of//7X8aNG6ffPzTAk3GlPJpebR8n548fyLvwG95tHgeoMeG5uvrUhrm9Ted8w7z4E3b3Ya4ecmly1Rpu56rLXCPenufx+es5dnsvD8x+vEKf1wuj2nFx8UCSlkRycfFAs4vN5mrOW0J3bnSLDqkZeciYGt62sMfYX7b7bJnU+e3puyZhb9pC6UX2hVHt9Okluj9heAsENQthfAtqBNWtylvZ1PbjE9zjxMWhKb5rzCiB7cAFoLU6n5SVz5J7Zj8A3vf3wavN41zbMJvUlc8iubji3+cFo+4s5cOOGDECgMDAQB544AGzQwkMDGTHjh288847BAYGsnTpUnbs2EHdunVtHoY9/RsSGhrK1q1befPNN6lXrx6hoaEsW7ZMb7xv3LiRpKQkgoKCGDJkCAsWLKB3795GfSyMameUF+we0hokCdcGTbUh+dSM/FhDw86QYllm/aEUEwM8PiGVjq/v0RvpHRbsKXOZOkcFKu2t0W1v6k91Vab4bkYvIx0AS8RsOwmUbRHYUcrzW1dd57EyMNQ7sERtEY8VCATGSHINcBN26tRJNsyDE9x7dFvyo90TIk+VglNvDKjkEVUsjhwfaH+UE+f3rcQRCWor1ZL7+/LLsHSpxc0fdRnO0p4T7O6uNpQSdITSQpNXN76CV+ue+LTvZ9QuaUlkFY/Mfmw945SSxMXFWg9efEIqM7ccM6lnrcA499oRJOBPO89P0znf2JXitCK6g111moP9PDgw+3G7PrsysVYlJGlJJI1n7yxzzXjDfqzh6G+dIc5yHisac/W+PVTKGiM+6IxIkvS7LMudqnscAoE5hOdbUCOwN0RLIcGbQ++vghFVLI4q59YWRXdB1VI6rLTKFI+bNyfX1d3sphyVG0l+QXZ3VRNqQFc0UR2DWRHdAQVQ8Nc5Cq9dxKtlj+oelkPY8ngaGrsLtp80Mbyh7IY3OCZQaY/hDXe9l54q61OpmhLZVF4RT1th7vPiT/BXZtnPRU05j45Sk1X/BQKB41Sa8S1JUowkSamSJCWW/A002DZHkqQLkiSdlSSpn7V+BAIwDdEyJ3vk76li+cia6REz9+Nrq71A4Cjmwkrz1MVMi0us3Lq/0dGoXMwvLsmSgh2t7DMknaE8VnUR1TGYHn9t5tqmeQT8bRKKUirxzo4tw05pIGZ3O9fx0HJrOHrd2Hr+wt3a1FEdgzn1xgCT3HxDqrIyRZ/le41y6iNm77Q7p96eRWCVAsZ1CcOlVJ1yW4rkOqEwG+n6VqnuCh+VSVTHYA7Mfpw/l0RWuEaAQCBwLipb7fxdWZbfNnxDkqTWwCigDVrNne8lSbpPluXKTTQS1HgM1WCdtWxOeSitdmspPM+eiaFAYA5rniOdFxwqYXHHxwfV7m9R9+uPuqgYz8J8cl3dUbko8d79LW96Ndbfz36eKmQZMvPURv/Xlvu8PHz22WccDB5pVgjLhvO12pnVr4XVEO3RnUPNvl8Wyqt2bmus3ZoGEDupq9F7C6Pa0Sk8wGz4cFUtGPVZvtesMJlOHdvPQ2U2Z16nKaA7R/b8tjpaUWTDYcsK5zo1eGultFQK6Z5deBMIBLWL6ig19iSwSZblAuBPSZIuAA8Dzq0WI3AqakvZHGuYmwDey54/QfmxVd7Gnrq/ZaZ7d1TXrqKKi4MLF/Bs1gyio8HbmyhENIe9LBvRwSj/2/B9Z8bQsDO8Bs2VyvJQKchzUGpbASyvIC0AR4zQitivorCmCB57KIV3ozsYlWkDrVFrmMZUWb+t1jzeujzuqI7BxCekErPtpNEigZ+HipjBbcQzQiAQ1Aoq2/h+UZKkp4CjwExZlm8DwcAhgzZXSt4TCAQGVPdETlD7IixsefSgkvMqvb3h2Wcrr/97gJr8XLBl2OkML0cN78owzspqhDrrwrBMzbh2nPX8CQQCQUVRLuNbkqTvgYZmNs0FPgbeQPvMfwN4B3jGgb6fB54HCAuznEslENRmxESk+iitQFupYdlVhG7c5jynOmpzXmVtoTY+F8wpPlvDEfVywV2q69qxFM3g4ez5EgKBQFDBlOupJ8tyb1mW25r52yrL8jVZlotlWdYAq9CGlgOkAobJXSEl75Xu+xNZljvJstypXr165RmmQCAQOIw1cbImc+wXMXI2bE28RVqDoDpwtMa0WCQyxZbaeHWyeOj9JhNORcn7AoFAcC9RmWrnjQxeDgH+KPl/GzBKkiQ3SZIaA82B3yprHAKBQFAWrOVGa2StiFFNNcCtMXPzMSJm76xc9XOBoBSOpjuIRSJTvpvRizpu5tXKramxVwVRHYNZHt3BqKJHReXoCwQCQU2iMnO+l0qS1AFt2HkS8HcAWZZPSpK0GTgFFAGThdK5QCBwNpSSZLPe78bDlx1W/XUGLKkew90ax7UhzF5Qc7AlBmiIv6dKXJMWOL6gP/PiT7Dx8GWKZdmsoF11URvTJQQCgcBRJNnG5NIZ6NSpk3z06NHqHoZAILiHiJi90652wXaIFjmbcFt8QqqJ6rElgv089GrEAkFlEZ+QalWLQIcEvCs8pgKBwAqSJP0uy3Kn6h6HQGCO6ig1JhAIBE6PPZ5vsO0hdkbhtqiOwRxNTtd7x6xRqernAkEJUR2DWbD9JLdzzUdkgNbwHtslTBjetZzOi77jWlah/nUDH1cOz+1TjSMSCASCikPITAoEAoEZ7DG8dejqY5vDknCbpfZVQZ/le1l/KMWuYxTCVoKqYv4Tbaxufze6g1OETwsqj9KGN8C1rEI6L/qumkYkEAgEFYswvgW1kviEVLot+ZHGQjhKUEaCHTQ6LXmIHX2/shm76lfOX8+xq62HSimErWoZ8+JP0HjOTiJma/9av7rLaZ6PtjzawuNdMSQlJSFJEkVFRWXaPzY2lr59+1bwqLSUNrxtvS8QCAQ1DRF2Lqh1lM4dTM3I078WkzeBvczq18KhusNBfh7Miz9B7OEU7HGaV7ZHWZdnnpqRh4RW+dIedOH29uSy1zZK5+Y/1rIeP5254TS5+uVl7KpfOXAx3ei9XLWGaXGJbDmaQkJKBrkltZglCcZ2DhOe5nucpKQkGjdujFqtxsVFO2UcO3YsY8eOreaRCQQCQc1EGN+CWsfMzYkW36/JE2dB1aK7VnTGmK+HCkmC27lqE2PWQ6UkItCD9YdS7Oq7sj3KpfPM7TW872VxNXO5+YbfZ3lz9atbgTo+IdXE8Dak9Da5pJweIAxwgVMQn5AqfsMFAkGNR4SdC2odxRYsDUvv38uI8HzrRHUM5sDsx/lzSSSJ8/uS8FpfkpZE8m6perWLh7azatgYomtfmZNIc3nm9nAvh5jbc87Kmqs/L/6EUY59sSyz/lAKY1f9WqaxloWyagxsPHy5gkdiHU+V+WmJpfdrEpcvX2bo0KHUq1ePwMBAXnzxRTQaDQsXLiQ8PJz69evz1FNP8a/YgzSd8w0h//gUSZKoGzkDlzr1UXr6MnbyywCkpaXh4eFBevrd505CQgJ169ZFrVab7TczM9PsuCIiIvj+++/1r2NiYhg3bhwAjz76KAB+fn54e3vz66+/snbtWrp3765vf/DgQR566CF8fX156KGHOHjwoH5br169ePXVV+nWrRs+Pj707duXmzdvlun8vfLV8TLtJxAIBM5Ezf81EwgcQBiXd9F5+lIz8pC569kT58g2hkb5gdmPO2RIP9ayHst2n63UBY+y5pPfy14le8+ZrXbmFrQsGbAHLqbTYcGeKln8Kus14YjwYEWQVxL2bu/7NYXi4mIGDRpEeHg4SUlJpKamMmrUKNauXcvatWv56aefuHTpEr+dS2Pl4nlG573gykmCJq2kwaiFbPjPct7/ci9BQUF07dqVL7/8Ut9uw4YNDB8+HJVKZdJvdnY2L774osPj/vnnnwHIyMggOzubrl27Gm1PT08nMjKSKVOmcOvWLWbMmEFkZCS3bt0yGteaNWu4fv06hYWFvP322w6PA9CnRAgEAkFNRhjfgnuKilaY1k20I2bvpOmcb4ioQR5kZ1ThvheIPZRS6QseQqHccew9Z9baWVrQsmbAZuSpq2Txq6zXhFKSKngk1rE0zpp+Tf/222+kpaWxbNkyvLy8cHd3p3v37sTGxjJjxgyaNGmCt7c3OfePJOf0z8iau89m325jUKjccK3fBNf6jfngC62XesyYMWzcuBEAWZbZtGkTY8aMATDpd/HixWzatKnMImuW2LlzJ82bN2f8+PG4uLgwevRoWrZsyfbt2/VtJk6cyH333YeHhwcjR44kMTHRYn/+nqoKHZ9AIBA4G8L4FtQ6mtf3sritIhWmDSfacNdDpBN4a/7KTqc2wi2di1RR17lSKW2GVcaCx6x+LfBQKR3aZ1yXsAodQ03DnpB7yUY7Swta9lKZi19luSYARncOrYTRWMbcOGuC6r7FFJ6sLFi9mstLlhDu5YVLnvHzNS0tjfDwcP1rRZ16oCmmOOe2/j2lt7/+f8nFjVsZdwAYNmwYv/76K3/99Rc///wzCoWCHj16mO03PDycoqIirl27VqHHXfpzdJ+Vmnr3t69hw4b6/z09PcnOzrbYn61ycwKBQFDTEca3oNbx3YxeFi/sivSe2MoRVWtgRlyi0xrgtjx4Ascoj3+wosuORXUMZvHQdnZ7kTxUilopqjUv/oQ+IqXpnG+YF3/CYlt7Qu5lG+0q4nusrMUv3TWh0yrw91Th56HS6xaM6xJmlFctSdoFmaq+LkqPsyo0EspLfEIqM7ccM4p4mBaXyIL/W4m6YSNyJ79E6LZtJCcnk9egIfzyi37foKAgkpOT9a81WTdBoUTp5W/mk7T4ldzX/v7+9O3bl7i4ODZs2MCoUaOQSiIVSvebkpKCi4sLDRo0MOnPy8uL3Nxc/eurV6/q/5dsRD6U/hzdZwUHl+37iuoYTLemARa3W7uHBQKBoCYg1M4FtZLl0R1MykRVtPfEnom2Bq2RXl0Txz7L9xrVdG5e34vvZvQCtLnHltS5Y7addOrJrjMytkuY3WrnpamMkNqojsFEdQw2KjmmkEBTyvXuoVKyeGjtNLwNvw+dyBmUXb3bVu33ID8Ps8ZzsJ8HEYEedovyVRa6a8ISzrIAY2uczsbcr09QXOrG8irIZeZHM1AV5qECHgaCgFfzcpnXtx/uKcn8fvYso0eP5q233mLAgAHUq1cP7xOb8WrZA0lhOUqhX5u7nuQxY8bw1ltvkZyczI8//qh/v3S/r7zyCtHR0fpyYYZ06NCBTZs2MWDAAI4dO8YXX3xB//79AahXrx4KhYJLly5x3333mew7cOBAXnrpJTZs2MDIkSP58ssvOXXqFIMGDXLsJBoQO6krjWfvNFulYePhy05znQoEAkFZEJ5vQa3EnPfkgTBfZm4+ZpcXzB7sNZgq2qtpL6UNb4Dz13Pos3wvADuO/WVx34w8dWUOrVayMKodrkrH/d+VHVKrE4dLWhLJpcWRrDCj1F6TDB17sSRyZk29293K96dAu2BlrTqAtZDp2EldWRHdocpzqAWVT06haQTUoDP7keS7AmFKYDtwAWial0tI48bExcXxzDPPMH78eB599FEaN27Mg00a8Pc5Cy1eJ83qe9Mx7K5XfPDgwZw/f56GDRvSvn17/ful+3V3d+f999832+cbb7zBxYsX8ff3Z/78+fq8cdCGic+dO5du3brh5+fHoUOHjPYNDAxkx44dvPPOOwQGBrJ06VJ27NhB3bp17ThzlrGkklDVAoACgUBQ0UhyDXiQderUST569Gh1D0NQgyntBdNRnrDK+IRUpsUl2mxXXbWTI2bvtLitW9MAm144Ce0Cw6x+LWqlcVYZxCekMj0u0WZdbaUkoZFlcX4rEWvXv5erkkVDzC86tJz7Dfml6hJ6qBQMezCEL39PNYmmKb14oYs0SMvIM/v9WvLoGZK0JNKuvgTOgblr7eW9a/jH4S/NtC5h9mxYvLgSR1WzaTrnG7OGtlKSuLh4YDWMSFCTkCTpd1mWO1X3OAQCc4iwc8E9QayFcOD1h1LoFB5QpgltVMdgXvnquNXyJwrA01VhMjmrjlxKQ+wJfzVUYIZ7uwyVvUR1DOZocrrV8HNzBpug4lFKkkUvWU5hMTM2JwKm1/WZReYn9t2W/GixOoBhH7ZCpi2FputoXt+rRMzxuFF5LXEvOi8Spp7aJP8gclRueKkLTNrnqNzwatasSsZWUxndOdTsc7SqBQAFAoGgohFh54J7AmuepvKU97FWe9ZDpaBpfS+T0G/QGv01RTjGnAJzn+V7iZi90+SvppRZq0x+OnPD4rbaHObtbNiapGtkWLD9pN39WUofcTStxJrqePP6Xkx+rDkz4hLNPltEKUDnZKyZSgE7WvZAlsxPsWRJQeuTvkTM3lljfgeqmoVR7RjXJUwffq+UpGpftBYIBIKKQHi+Bfc85rxX9mJNYOnA7Methr5uOJxSqROJ5hYM/7KQmpFHtyU/MqtfCz786bzFfoV3zrIxJkG1pB/cqyyMaseXv1+xukB2O1dtdI9KEoztbH6Cb+let1U1wFLYuKX3OyzYg+URV5+GhMAyuuvF0FOb4+bJhBExrN0SgyRr8FIXkKNyQ5YUTBgRQ66rh9E+wqg0ZWFUO3FeBAJBrUPkfAvuCdq89q1ZUZzSeKgUZifrHioFi4feb2JQ6mp9W8oDtWZ8w93czsrCnOhaefBQKe2qW1xdee7OQLclP1pdkBFUHfbkV5ujW9MAYid1NXrP1r1eGnPtAfw8VMQMbqNXop+5OZFiBwYprqOaQ3xCKm9tOUqPhB+JyEgjyS+IHa166A1vHSKPWSCoWETOt8CZEZ5vwT3BoiHtmLnlmEk5mNJY8pLlqTXMKBFXK53fCZa9WNWNrqyYDkuGob3YY3jDve2dm9WvRaWXubtXmRd/go2HL1MsyyglidGdQ616xmzlV1viwMV04hNSy3WvL9t91uz9kpGnZlpcoklOtz1IIK6jGoBxxIMPj7z5f1bFOYWCt0AgENw7CONbcE+gmyAv2H6S27llK6NlqWa3NYEla6riHqqql1wwZxiCfernjlAZdatrCs66IFPTlbPLUrfb0vVuD47c64a11O3FUcMbtLnF1r4zRxcnBBVP6Wij1Iw8m1UxRPk5gUAguHcQxrfgnkE3aZ215RhqGx5wSzjq0Y2d1NVs6LcCWDz0/jKNoTxYMwxthcjbi/Dy2la8rmpKh0DXxNx8S/W51x9KYePhy2YNTd2xxWw76XDtenvvdUvh5RWNLbGpsixOCCqWsat+LVOaj1DwrjlERESwevVqevfuXd1DEQgENRRhfAvuKZbtPltmwxvK5tH9bkYvp/I6WjIMx3UJs1oiS4c1IbfgGuhRvRcwFwJdHqHB6sBaaK7O0Dx86ZZJqoXuend0ccnee91SeHlFIJWMQ7eY1W3JjxafIZYWJzYeviyM7yrCVvSQuWenUPC2D2f6DRUIBILyIIxvwT1FeXKRFZQ939LZPKHm0E0AdWGrlsgt1DCuS5gIb61BVFSZrOrEWt1uHeev5zB21a8mYmmgXRiyNyzckeiNyjqHhiJc5iIXpsUlsuVoiv5YLZ0bkU/sPJReGBLYh6Xrf1pcIgoJxlioUFCRFBUV4eIipswCgaD8iDrfgnuKsuYiqxSwPLqD0xvQ5WVhVDsuLh5I0pJILGUhpmXkGbW7uHigMLydHEvXfVXm5r/wwgu88cYbdrXt1asXq1evNnrPUmhufspxrnz4tP71gYvpRMzeSZ/le43aWauv7eehwt9ThYT9tdjjE1LptuRHi2rqN3e+y+2f11ntwxqGRrMl7/qBi+n6OtGW8oZFPrGgpqO7/jMPfcGVD58i5d0RpK76O3lJiVzf8S7vL12kv9/37t1LSEiIft+IiAgWL15M69at8ff3Z+LEieTn5+u379ixgw4dOuDn58cjjzzC8ePHjfZ96623uP/++/Hy8qKoqMhoXBqNhiVLltC0aVMCAwMZOXIk6ena6IekpCQkSeKzzz4jLCyMunXrsmjRIv2+v/32G506daJOnTo0aNCAGTNmVMapEwgETohYxhPcU9gjwOTmoqCgSCuGZFgW6F6jLHWNaxu1IdQxPiGV3MIik/dVCqnScvPXrl3L6tWr+eWXX/TvrVy5slx92huZoeP89Rz6LN+r9zZWpBBeVeR5BxvcZ9a86+sPpVhNFxH5xFWHNeHK5vW9qng0tYfUjDzUt66Q9b8dNHzqXVx8AinKvIasuStaqLvf5z5gun9sbCy7d+/Gy8uLJ554goULF7Jw4UISEhJ45pln2L59O506dWL9+vUMHjyYs2fP4ubmBsDGjRvZuXMndevWNfF8v//++8THx7Nv3z7q1avHlClTmDx5Mhs3btS3+eWXXzh79iznzp3j4YcfZujQobRq1YqpU6cydepUxo8fT3Z2Nn/88UflnDyBQOB0CM+34J4iqmMwi4e2I9jPAwlTj9eK6A6cXTiApCWRJC2JJHF+3xpnbFUU5jyF95KYms7ASs3IQ+auSFl8Qmp1D81u4hNSmbXlmFmFf7VG5mhyxSncVwW6iItxXcLsal86vzaqYzAHZj/On0siOTD78TLf25WZ5w2m91lZFryUkiTyiauY2Eld6dY0wOT95vW9RMh5Gdnxy1lGHdvN80e+xq0gB+XV88jFRbj4NkDl38io7fnrOfz3l0smfbz44ouEhoYSEBDA3Llz9cbxJ598wt///nc6d+6MUqnk6aefxs3NjUOHDun3nTJlCqGhoXh4mN6DK1euZNGiRYSEhODm5kZMTAxffPGFkYd8/vz5eHh40L59e9q3b8+xY8cAUKlUXLhwgZs3b+Lt7U2XLl0q5HwJBALnR3i+BfccNSH/2hlw1pJZlYE5D3dtECl75avjVgUG1x9KIeWnjfzwxWfcuXOHoKAgPvroI/72t78RExPDH3/8gVKp5JtvvqF58+asWbOG9u3bA7BkyRJWrVrF9evXCQ0NZdGiRQwZMoTTp0/zwgsvoFar8fb2xsXFhYyMDCZMmEBISAgLFy7k9u3bjB8/nsOHD1NUVES3bt1YuXKlUbioJfLy8rgS/w6pm79E8vTHq52x6nBR1i1uf/8f8i//geTqwXtBrzBlyhQAm8eUlpbGSy+9xM8//4y3tzfTp0832vfUqVO4u7vza9wXuPjUIzByOm6NmgNQeO0it3a9h/p2Gh5NOpmMO/fCb2TsX0dR5nVcA0MJ6DcZ1/qNAUhd+Qz1Hh7MzcTv0dy5QZdHH6f/3M36fR91S+KdNQspyriK0tOXgD7/wKPJg2gKckj/YTX5l46CJOHVrg9+3ceQvHSwzfMoqBzM6Q0Iysgvv/DY3/rymKzBS11AmNKFT75+k99VbqiadML/8edMdvnu1DWTiW1o6N3oj/DwcNLS0gBITk7ms88+4/3339dvLyws1G8vvW9pkpOTGTJkCArFXT+WUqnk2rVr+tcNGzbU/+/p6Ul2djYA//3vf3nttddo2bIljRs3Zv78+QwaNMjGCREIBLUB4fkWCAQWqShPoTNjzsM9LS7RojhXTREpi09IJddGLWn1rSvEfbaaI0eOkJWVxe7du4mIiNBv37p1KyNGjCA9PZ0xY8YQFRWFWq31ojdt2pT9+/eTmZnJ/PnzGTduHH/99RetWrVi5cqVdO3alezsbDIyMkw+V6PRMHHiRJKTk0lJScHDw4MXX3zRruNasGABFy9e5NqVZOqPfJ2cP37Qb5NlDTe+fB1V/caETP6MBqMWsWLFCnbv3m3zmDQaDU888QTt27cnNTWVH374wWTfbdu2MWrUKLrM34pH84dJ/04bSi8Xq7n+1UK82jxG6JSNeLboRu65g/r9tIb5vwns9yKhUzbg3WEA1798A7lITbCfB/6eroRkHCMp8QDX01K4dfk8a9euBbS5oR/FTKf7mKmEToujwZgluPjWB7R55ZJCSdDzq2g04T3yk/5H9vE9dp1HgcCpycpC3a8/XoV5eKkLAJhYXMSvsoYkWcZF1pCxby2Syh1ZfTeHuzj7tklXly/frQSQkpJCUFAQoDWs586dS0ZGhv4vNzeX0aNH69tLVjQTQkND2bVrl9H++fn5BAfb/p1s3rw5Gzdu5Pr167z88ssMHz6cnBzHy9QJBIKahzC+BQLBPU3MtpMOhRD7eaoqcTTlQycCFjF7J9PiEm3voFBQpC7k1KlTqNVqIiIiaNq0qX7zgw8+yPDhw1GpVMyYMYP8/Hx9SOaIESMICgpCoVAQHR1N8+bN+e233+waZ2BgIMOGDcPT0xMfHx/mzp3Lvn377Np38+bNzJ07l4CAAMLDwvB58K6Xt/Cv8xTn3sGv22gkpQo3v4ZMmjSJTZs22TymI0eOcOPGDV577TVcXV1p0qSJyb7du3dn4MCB/N+A1gS27436xp8AFKSdBU0xPp2eRFK64NWyO24NtR5xL1cl2ce+xad9f9yCWiAplHi3+xsKFxWTWhZxYPbjeLoqmTJlCkFBQQQEBPDEE0+QmJgIaD1kzzzzDD++O5XxXSNwq1MPVWAoxTm3ybt0FP+/TULh6o7Sy486naLIOf2zXedRcG8Sn5BKhwV7iJi9k4jZO+n4+h7nTKWJi0NddPe5fBb4ESgAPGQNYdm3QZJwrd+YvEu/U5yXRXH2be4c3WbS1YcffsiVK1dIT09n0aJFREdHAzBp0iRWrlzJ4cOHkWWZnJwcdu7cSVZWll1DfOGFF5g7dy7JyckA3Lhxg61bt9q17/r167lx4wYKhQI/Pz8AIw+6QCCovYiwc4FAcM8Sn5BKRp5pPrQ1nLVykyMiYF4FuQw6s5+I22nsat6FmFdf5eSZM/Tr14/ly5cbeYZ0KBQKQkJC9CGZn3/+OcuXLycpKQmA7Oxsbt68addYc3NzmT59Ot9++y23b2s9VVlZWRQXF6NUmlck15GWlqYf16x+LXjpeEMyS7YVZV6nOPsWKSu0k2sPlZI30dCjRw/9/paOSZIk0tLS9BNhgOLiYqN9dSGkUR2Duf5Ee/7+n0LQFFOcdQuld6CRl0xZ4p1eNKQdb/yYT8JvP3LnfzsAbf1uF6mYpl5qk75BG56qO8+XL19m4EBtybGFUe1YGNWOPsv38kfiWSgu5sqHT909ObIGT//6Vs+fwDy1QVzRFvEJqcyIS8QwHuZ2rppZX2jzkJ3qeM+fx7Pw/9u797io6vyP468vMMpVEa+BeLcy1xKj0rSLbmabXchU0qx1u61trqnlhtoF20rLzfy1bbnVZmvqpm4upWZ2McsuWpqUqXmpRB3vF1AEcYDz+wMYuczAgAwzwPv5ePgQzmXOd86ZGeZzvp/v53umRzsHSAK2ALbc08ScPErkzY8QGBLBqbTvsc+6i6DGLWnSvT9sfr/EQw0fPpxrr72WvXv3cvPNN/Poo48CEB8fz2uvvcbo0aPZvn07ISEh9OnThyuvvNKjJj744INYluV87BYtWpCYmMjNN99c4b4ffPAB48ePJysri7Zt2/L222+7HFcuInWPgm+pt+rDl62zVRDQ/UB2YfpyTc2pWlOmr9ha6X0yKhms14SUDXYeWvi9R1XA4/ds4s1FyZjCcZR32hrSwBZE9uJ3+OObb/LII4/w1lsFU2QVT9fMz89nz549REdHk5aWxr333ssnn3xCr169CAwMpHv37liFxy8vVRPg+eefZ+vWraxdu5ZWrVqRmppKXFycc//ynHPOOezevZuuXQtmIfiwo41/BRQcr0Hj5gRFtuTSv8x1+35295yCgoJo374927dvr7ANANd2LQiWdzxzPa3v3Exe5hEsy3I+97zjhwiKPIfpK7YS37Uzg373WyZPnuzRYxcXGxvLzz//XGLZR+Ov5srkIxwIshE7Zj4m4MwNiwAKXg/6LPNcUWHCovoI9vRsJizyw4D0LCW/twlXA1EceRbJ723yr+fauTNZDYKdAfiFQFFezUlbQ6b0HMrCiKYANL/5EeduMxO7kxD3aomHuuSSS5g4caLLw1x33XVcd911LtcV3Vh0tywgIIDx48e7nCasXbt2ZT7PVq1a5fx57ty5Lo8pInWfclykXqoLlay9LWWDnbELUp2BN0C+VVCk67KnP/Jhy6pPVcZv+9tUa0WvZU8C77CcLN5clEx44TjKrcBaRw75WScJvGUQIUFBJVIf169fz+LFi8nNzWXmzJk0bNiQnj17cvLkSYwxNG/eHIDZs2eXmCqnZcuW7Nmzh9OnT7tsx4kTJwgJCSEyMpKjR48yZcoUj5/v0KFDmTp1KseOHWPPnj188e5cmkc0ZOe0geyaPZZu7Vpxk/mWAedHkZeXx48//si3335b4XO69NJLiYiI4NlnnyU7O9vlvq68u8FOw5jzwQRyYv17WHm5ZG39ipx924CC19jZpLfefffdzJ49m08++YT8/Hzsdjs//fQTnyffSliHHhxb+Tr5OVlYVj6OY/vI2rWRiYt/qPBx5Yzk9zaVKUzoyC8ISOuS8rJ80rMdtEtaRu9pK/3j72BiIrYg11kwlglgaZcryizv3CLMv24giIi4oOBb6pWiMbEFQWXZStb60npGeWOGD5w4Tf8Zq2qsLd5S2UDaH6daq8y0Vzf8tBpjnbmZUpTK2QyIzc7i4A8/MHXqVOf6m2++mQULFtCkSRPeeustFi9ejM1m44ILLuChhx6iV69etGzZko0bN9K7d2/nfv369aNr1660atWKZs2alWnH2LFjyc7OplmzZvTs2dNtz5MrTzzxBG3btqV9+/Zce+213HHHHc51gYGBLF26lNTUVNq3b0+zZs245557yMjIcG7j7jl5sq8rz3+4DRNoo/ktk8jc+Am7XxzGyZ9WE3ru5UDBa6x4emuTJk3o1KmTs6BaRS699FJmz57NuHHjaNy4MVdddZVzjGmT68dh5eWy9/X72T3zNg6lTCUv8yjZjnweTdno8Tmt79wFpZUdkuLPPA2o/eZGdEQEthUf4AgNI6tBMABZDYI5FRLGPUOTyWpQ8rO7d8coTecmIrWC8STNz9fi4+OtdevW+boZUstVZkys5seFdknLKtymIMWv9vY0VOY1EWgMwy6L9bvXRfukZXj6Kf7Iqtncv/Yd9xskJUFh8J2cnMyOHTvqVHqkN55TReffm++Rit6jjRoGcjznzGs7AJjhR+/ZoqE/pWcWqOl5scs7jzunDayxdnhLZT7nisREhvBlUj8vtspDmZmwYAHs2AGdOkFiIoSH+7pV4ueMMestyyo756OIH9CYb6k3KtNDOHfNLt5Zv4epgy70my+q/qg2zXntSlHbk9/bVGEvV55l8c56O/Fto/zqOUdHhridFq20nU2iOWlr6Jy6p7isBsGEdup0Vm1J2WBn3ILUEsFoy4gGrJ3c/6we15+Vd/57dzzzWvFGjYkAUzAUxJ3igTdAPmcyWnz9Gi4vINx+8CTtkpbVyM2921/72u06Y+rG+PnK/O0r4jdTKoaHw913+7oVIiLVRmnnUm9U9stEtiOfsQtSaZ+0rN6lcHqacug3X9DOQkJcDKlPXMuInm0q3DbbkVelIm3eNGHAeYTYSo6NtAUYXNU8W3r+FWBcf+zbggILepWqqKhGQOlY8MCJ03WmRoArrs4/FATe8+7tBXivxsTwyyp+zbriD69hTwLCsQtSvZ7+/OXPR92usyz8IwX7LNWF2hYiInWFgm+pN6r6ZcKioCe8vB6SuqQoUPCEP895XVlPJXRjZmJ3YiJDKK9Wt7/dcEiIi2HqoG7OdsdEhjB9yEW4yoU+2TCUkUOSy4yjdISGYVvxQYl0zuTk5EqlZ5cX0B044brwWk2r7HPyhKvzPzOxuzPwBteBZnXcyHkqoRu9O0ZVej9/eA172gZf3yjwxxtulVUXaluIiNQVSjuXemPCgPMqPe6tuC9/PlonUhArUpkURX8pGVFdKb0JcTHO/XpPW+kyndgfe4SKt7uIq7G0AHt/E49t1n5sheMoQ6tpHKWnqe91kavzX5y7QPNsg+CUDfZye27d8YfXsKfDJezp2fSetrLEe3rr1q0kJiby888/8/TTTzNmzBjn9tXxWXBg4ROEdbmS8G6/BfzjZkVVbd26lb2z/8zunb/S+Io7aBR/U7nbx2jaTRERr1LwLfVG0ZcJd0GJJ7w5xtlf5h2vzBdNf5jzuvTY0aKUXji7ca2ubtbUph6hctvvhXGUgcZ4NN1ZfeQu0DzbILiqPbL+8BquzM3Q0u/p5557jr59+5Kamlpiu+r6LGg5tOTUd2dznXbu3En79u1xOBwEBdX8V67nnnuOhOuv5ao7Hy53BguoG8XlRET8ndLOpV5JiIvhy6R+xFTxy5S3ekBcjQkduyCVThMrrjhe3SrzRdMfetDcpfROWXJ2c/S6SieeOqhbrekRqun2lxd4t4xo4JVj1hauxoVXx42cij6POrcIK/F7AP4zQ0HR6zMyxLOhK8XTv9PS0ujatWuZbaqS3t8g8MwgE8uysIpNxQdg8PxmRW5urkfbVdd+nig6VxVdc1fvUW+2S0SkvtJUY1Ivuaq0G2ILpEebxuWmcXpr+hV3Kc4AwYGGn56+vtqP6Y6rc2MLNGCBo1hp5RBboF8Eo+VN9aQp42pOea/h2tijVt2ZKN7IbCnvnEPtOe9FxfoqYoD23zzPZ599hs1mIygoiGfnLmdO6jE2/Xcm2b+sx9gaEn7RABr3GooxAaR/MY/cY/vI3PQpcKYnutdTH7LvxGkOvT2JwOjzydm1kdMHfuacu17iyPIXCeval4iLBgDw+LkHmD59Ovv37+fSSy/l1VdfpW3btgVtMoaXXnqJmTNnkpuby6+//lqizW3atGH37t2EhRXcCPnoo4/YunUrr732Gpdeeilz5szh/vvv5w9/+AP33nsv33//PcYYBgwYwD/+8Q8iIyMBaNeuHaNHj2bOnDmkpaVx3XXX8e9//5vg4GAOHz7MyJEj+eKLLwgICKBr16589tlnXHPNNSXOVePhMwgMi+ToR7PKnKu0Z2/kzTffLNOuPXv2EBoayq+//srq1au56KKLeOedd5g2bRr//ve/admyJf/5z3+Ii4urnheDSDXQVGPiz9TzLfWSu17Beff2clv12hZgyM3Lo13SMue//jNWVUt7yuvBOpVXszfIXBbwGnwR04dc5Je9wOX1vs9bs6vWVyquLdz17s5M7O6bBp2FR1M2Mm5BarVWJy/Kuvl12kC+TOpXLe+d8npkgwPLKxvoXxLiYtg5baDzn7vMpOjIEMY8/xbhbbsR3vc+zhmzgOlrjrPpvzPJz8ki5o+v02r4NE7+uJLMHz527hfS4Mzr8sNN+wGwZxRc29z8fLI2fUqz60YTO24RQY1alDhmyN7veOaZZ1i8eDGHDh3iiiuuYNiwYSW2SUlJYe3atWzevLlMmz///HMA0tPTyczMpFevgkJ8a9eupUOHDhw4cIDJkydjWRYTJ05k7969bNmyhd27d5OcnFzisRYuXMgHH3zAr7/+yg8//MCbb74JwPPPP0/r1q05dOgQBw4c4JlnnsEYw8qVK7niiit46aWXyMzMpHlMO45+NKvMucr/6VPnMUq3q+i4Tz31FIcPH6Zhw4b06tWLHj16cPjwYQYPHsz48ePdXVoRESlFY76l3nJXJOmphG7Et41iypJNHMsqGNMcGWKjYZApU7V5+8GT9J+xio/GX31WbanMXM01wd25Sfm/yfRt3Zqnkp5yuZ8xhu3bt9PpLOeLrowJA85z22tmUfvnIq8titdUqOm6BcV7lRuH2DAG0rMcHreh9P6u5nwvSl/2p9dSUVtKv/5rOlumurmrV9D3/OZMXLyRnNw8ggBHPlj5eZzcsppz/vAiAQ1DCWgYSqNLb+HkppVEXHQtQQEBXHBOI+fj/PPzX8ocL+w3v6VZbCdycvPLHDPk55U8PHEiXbp0AWDSpEk888wzpKWlOXu/J06cSFRU5arOR0dH8+c//xmAoKAgOnXq5PzcbN68OePHj2fKlJJjz8eMGUN0dDQAN954o3PMu81mY9++faSlpdGpUyeuuOIKl8d8bOD5DH6y5LlqctkgGtvPzORRul0At9xyCxdffLHz55dffpk777wTgMTERF566aVKPXcRkfpMwbeIC66Cz3ZJrsdfbz948qyPV14AKeVLiIsh+b1NLgMmKOi1LLp2DQINp4tlEtgCYPoQz8bAjhw5ktatW/PUU65vPEjFVb+9ofQwieKvA1cFt0qnf/c9vzkLvtntHFLh7nUE/ln12hfn3Ntc3ciZ2CeGH194lTH2NKZmHiM3t+BGaH72ccjPLdFjHdSoBXmZRwg0hmu6tCDo5EHnugPHT5U5XmBEMzKyHbyQ2J3pK7ayH2gSamPqoG5MeucADz74IA899JBze8uysNvtzuA7Nja20s+x9D4HDhQcZ/Xq1Zw4cYL8/HyaNGlSYptWrVo5fw4NDWXv3r0ATJgwgeTkZK699loA7rvvPpKSksocs09sQ8jPpU2bNhzIKrjp+9uBl/Gf//vAbbsAWrZs6fw5JCSkzO+ZmZmVeeoiIvWagm8RP5AQF3NWwXd1jCfNzc31STXe6pB8U1fGLUh1O/a7yOlSKfyO/IJew3VpR70+Nrw2n19/VPSaryhjpHiPtatq2HPX7PL4mP5QYLA4f5khwRtK3FT44gscAy6mryOXMEcO840h8dM3WNWyA99Gnw8BQeQeP0iDZgVDhnKPHyIwvCn5lsXFnc7h6693Oh83ymRRZvCAMURHhjiPefUHTRnxuy4kxMXwSmwskydP5vbbb3fbVmPcp/i7W1d6+aRJkzDGsHHjRqKiokhJSWH06NFuH7e4iIgInn/+eZ5//nl+/PFH+vXrxyWXXMJvf/vbEts1a9YMm83GG4Pbc8EFFwDw6quvEhNz5jVT3nMREZGzpzHfIn6i+NjYzB8+4uB/pziXd+7cmSFDhjjXx8bGOlMOX1r8GbffeiNrptzMntf+yLavP3SOT122bBlxcXE0atSI2NjYEmMId+7ciTGGf/3rX7Rp04Z+/QoKyQ0ZMoRWrVrRuHFjrrzySjZtKlk1/PDhw/Tv35+IiAiuuuoq0tLSXD6fnJwcHn74Ydq0aUPLli0ZNWoU2dnuA6XXXnuNLl26EBERwQUXXMB3330HwJYtW7j66quJjIyka9euvPfee859Olw+kIgeAxl2682kzRjM/rkTyMs8xtGPX2X3zETsr43i9IGfndvveeUuMr5eyN7X72f3zEQOL5uJlXuaeWt2MWbKC/Tp06dEm4wx7Nixg1dffZV58+bx3HPPER4ezo033gjA3r17ufXWW2nevDnt27fnxRdfdO6bnJzM4MGDGTFiBI0aNXKOz5SzV3x2AE8UbVeZOexLq0zV65pQVKSs9AwJda7GwYkTOAZchy3rJGGOHAACLYvgPAdvLkomLPc0Yef3If3zOeTnZJGbcZDj36YQ1rUv0ZEhdO/enc8//5xdu3aRkZFB8OYlZQ7RIDDA7bUdNWoUU6dOdX4OZmRksGjRIo+b37x5cwICAvjll7Lp7iWf5gnCw8Np3Lgxdrud6dOne3yMpUuXsmPHDizLonHjxgQGBhIQUPbrXWBgIEOHDmXy5MmcOHGCtLQ0ZsyYwYgRIzw+loiInB0F3yJ+IiEuhpmJ3YmJDCG4TTdO2zczY8iFXNrScPr0ab7+umBc3i+//EJmZiYXXnghJ0+e5KG7hhBy/pW0/vM8mt/0F45+9AoZ+35l+oqthIWFMWfOHNLT01m2bBmvvPIKKSkpJY772WefsWXLFlasWAHA7373O7Zv387Bgwfp0aNHmR6fefPm8dhjj3H48GG6d+/utkcoKSmJbdu2kZqayo4dO7Db7Tz55JMut120aBHJycnMmTOH48eP895779G0aVMcDgc33ngj1157LQcPHuTvf/87t99+O1u3bqX/jFUcPJFD1k9fEHnlHcSOmQ+BNvbPfZgGrTrSesx8Qs/rzdGVr5c41snNq2gx9Emi//g6ucfspH+1AAtY/uM+t9fmvvvu4/bbb+cvf/kLmZmZLFmyhPz8fG688UYuuugi7HY7n3zyCTNnznSeR4B3332XwYMHk56eXm7PmVROVYLolA32KqeNG+D2nm38qlfZXaZMnRu+smABjlzX19pY+dywZTVN+o8iwBaM/Z/3sH/eXwi74CrCL+zPhAHn0b9/fxITE7nwwgu5+OKLuff2wQDENC4oHtkwKJBBPdyn7t9yyy088sgj3HbbbTRq1Ijf/OY3LF++3OPmh4aGMnnyZHr37k1kZCRr1qxxud0TTzzBd999R+PGjRk4cCCDBg3y+Bjbt2/nmmuuITw8nF69evGnP/2Jvn37utz273//O2FhYXTo0IE+ffowfPhw7rrrLo+PJSIiZ0dTjYl46NGUjS5TVL01nVVsbCzvvvsu27ZtY+XKlaSmpjJnzhy+/vpr/ve///Hee+/RZvBEDq59j1a3P+fc78gHLxEYHkVkn+FlphoaO3YsxhheeOEF55Q7P//8Mx06dHDZhvT0dJo0aUJ6ejqNGzdm5MiRnDp1irfffhuAzMxMGjduzM6dO4mNjXUWXOvYsSPh4eH88MMPdOzYEYCvv/6a4cOHl5mKB2DAgAFcf/31PPjggyWWr169miFDhrB3715nT86wYcOwGp3Dmia/5fCyFzABgTT93RgAjq9fwonvltHmvn+SZ1mcPrST/fMeoc3YBUBBz3fjnoOJiCsoRpX987cc/fifxPzxdTI3fsz5Gd/yxRdfOI9fvIBc6THfa9euZciQIezadeY1MXXqVLZt28bs2bNJTk5m5cqVzmrHUn3Km17OnaIK2pUtbBjjp+nc7mpQQO2ZYswjjzwCzz3ndvXLPQfz3FUjXa6rU+dBRDymqcbEn2kAotRp1TkmsijA/s/a3eRZFoHGMOyy2OoNvE+cgAULYPt2roqJ4eU3FrJ03RbymnemQUh7/u+td8m2b+Gqq67iwic+4MSR/eTs3caumYlnHiM/j7CufQk0hrVr15KUlMSPP/7I6dOnycnJKZG+DiUL7OTl5TF58mQWLVrEoUOHnAHv4cOHady4cZntw8PDiYqKYu/evSWWHzp0iKysLGeFXCgoUpSX57oHa/fu3c4gvbiixy2eQtm2bVtmr9xISL+C8YwBYWeKEpmgBgSGRTLssljmrtmFCWqAdbpksBXYqHmxn1uQl1kwr3uTUBtkuGyeS2lpaezdu9c5Dy8UnL/ilYarUohJKlaV2QH2pmfzQmL3MlW0K/JlUr/KNk+qU+fOZDUIJvR02UJpJ20N2RkZ7YNGiYiIVI2Cb6mzUjbYmbDoe2cV46IxkRMWpXpc4bq0pxK6ea8w1xdf4BhwHY7cPEJPn6JXYBDLvvmW7EYtiOgxiNOHwpnzv+XkH9jKVw3iOR2VR1BEc4Jjf0PL28pW4M6zLIYPH87o0aNZvnw5wcHBjB07lsOHD5fYrniBnfnz5/Puu+/y8ccf065dOzIyMmjSpAnFM2R2797t/DkzM5OjR486p78p0qxZM0JCQti0aVOJYj7uxMbG8vPPP5dZHh0dze7du8nPz3cG4Lt27SKnQWPKK331VEI33ttg50ip5cZA3vFDzt/zjh8iMDyKEFsgN1zSkU/ePjM38P79+0vtW7IQUWxsLO3bt2f79u1u26HiRd7haiqqihQV1AI8KtQGBa8X8bHERGwPjoXTZVdZJoClXVxPqxVi06g6ERHxP/rrJHVSygY74xakOgPv4ooqXD+astEHLXOjWFGhoh6e/nm5rLbyaZZxgEbBYQS37sqpX9eTk5lBTmRBVd+QjpfgOGYn88eVWHm5WHm55OzbhuPwbmIiQzhx4gRRUVEEBwfzzTffMH/+/AqacYKGDRvStGlTsrKymDRpUplt3n//fb744gtOnz7NY489Rs+ePcv08AYEBHDvvfcybtw4Dh4smObHbreXGA9d3D333MPf/vY31q9fj2VZ7Nixg7S0NC677DJCQ0N57rnncDgcrFq1iiVLltD+0mvdPofGITb6z1jF8ZyygVlQgCF67+c8enULWjRwkPH1Qlp278vUQd24N6EvmzZtIjU1lVOnTpUoTgcF0+0UL5p06aWXEhERwbPPPkt2djZ5eXn8+OOPfPvtt27bJtUjIS6GqYO6OVPJPVFUUCshLoYvk/p5lJJ8eYfKzd1ck4IDXd8ZaNQwsIZb4mUREdhWfIAjNIysBsFAQY93ZoMQRg5JJquB69fA1EEX1mQrRUREPKLgW+qcokrIFY0Jnbtml/9UBnZRVOhcIBy43Bhu2LKagIahBEW2omHMBZiAgi/YAQ1DaTn0r2Rt+Zw9/7iTPS/dwbFVb2LlOeh7fnNefvllHn/8cSIiInjyyScZOnRouc248847adu2LTExMVxwwQX07NmzzDbDhw9nypQpREVFsX79eubOnevysZ599lk6depEz549adSoEddccw1bt251ue2QIUOYPHkyw4cPJyIigoSEBI4ePUqDBg1YsmQJy5cvp1mzZvzpT39izpw5PHFHf0JsZYOMlhEN6XJOI7dzrzvyCrIBZoz/PdteHEnib+PZtux1EuJiOPfcc3n88ce55ppr6Ny5c5nK53fffTebN28mMjKShIQEAgMDWbp0KampqbRv355mzZpxzz33kJFRidx1qbLiQXTvjuUHyZEhtjKZLikb7FTUsb3ziP/N6w1w+2tfcyqv7CdccKDhhynX+aBFXtanD7YD+wl9+SW2jXyAJ3/7Ry59YA7rWnd1uXlkiM35c8oGO72nraR90jJ6T1vpP5/5IiJSL6ngmtQ5vaet9Hg8aExkiH+M6TyLokLuhNgCmTqom98Viqou5Y3nd1eMas8rd/HBO/O45pprarKp4kUVzfft7n3gyeeEAX71s6Jd7go/QkHQmfqE+6yQuuLRlI3MW7Or3BusIbZAbr04hnfW20sMT6jrn4siooJr4t805lvqnMpMJ1TVqYeqnReKCmU78pi+Ymud/ZKZEOd+eiCp24oH3AZKBGG2AEN4cBDpWY5yiyx68t6PrkRae01xF3gDpGc7arAlvvNUQjfi20Y5b74FGENeqY6EbEeeszhm6eV1+XNRRET8m4JvqXMqUwnZb75cV7GoUEX85uaCSDVI2WBnypJNHMs6E2SW7v105FuENghiw+Pl9wBX9DlhCzDOceL+QinTZxS/+eYu06V04F1En4siIuIrGvMtdc6EAee5HA/sblu/UKyo0ElbQ8CzokIV8ZubCzWs+JjP4n4z/i2lnNcyRWN22yUtY+yC1BKBtzueBFflfU5EhtiYPuQiv+sdnb7Cdc2E+i6wkmXp6+vnooiI+J56vqXOKfrCnPzepnLTMHt3jPKrL9cpYe156S8L6LHmQ9ql72VnZDRLu1xR5cA7xBboPzcXaljyTV1LTDMHBT2ZyTe5LtAk/qmoeGJlphQDiAx1ffOluOLTjrmqG+CP1GPrmrseblfq8+eiiIj4noJvqZOKUhJTNth5aGEqpQsDj+jZxuV83Skb7Ez+30ZOni5eoCeAqYMudH4pL6/QV1WdCTJgx0VnVzDJQK0IJLzJ08DKG9dSqs/0FVsrHXgDeBqL1ba6ARWlynduEVaDrfEfMZUYatQwSAl/IiLiO6p2LlIoZYOd8QtTcTE1OFAQsMe3jSrTE1cd1XMrU6G9PH5Tvb0WcNWrqkrI/qV90rIKpwx0xR+rlFeHijIB6uvrt7IZEvX1PInUF6p2Lv5Mt4BFCk1Zsslt4A0FVYaT39tU5gteUfXcyuo/YxXtkpbRLmlZtQTeSqesHFe9qlW9luIdVR2bW1fH9CbExTB1UDdi3Dy/+vr6LTovnqqv50lERHxPwbdIIU8KObkbQ+7JWMyiwlHtk5bRIWkZ2w+erHQb3YmJDFFPTiW5u2b29GzaJy2j97SVqi7tY5Upnlikrt+ESoiL4cukfrgrMVZfx4VX9rOvvp4nERHxLY35FqkGFfW0lU6LrM7BHko1r5ryxs9aFAThYxeksmjdLobEt9HYcB8oPnbfnp6NMeWP546pR9fG3evXk2JzdVWTUJtHN1Gh7mZHiIiIf1PPtwiVmz+3dE+cJz1tVS0c5Qn14FRN3/Obe7Tdlz8fZeyCVOzp2c6gfPyCVPWK15Cint6d0wbywtDu2Nz81RrRsw1fJvWrF4E3FGQF2ALL9n9nZDnq7WvziRs9m82grmdHiIiI/1LwLfVeUa+0p269OIaYyBAMnqd7ezNAVg9O1Xz606Eq75sPjF2QqvT0GpSywV44fZzr9XPX7KrZBvlYQlwMQQFlg+98CqZZrI8S4mIY0bNNudtEhtg0REdERHxGaedS71W2V/rTnw5VOs27oimCigRQ8OW5NAN0ahFWZpy4enCqrjpuiBT1hBfdvNEXeu+ZvmJriXnbq0ttnm4u282dCHe1KeqDpxK6Ed826sxQBUoO88nJdXP3RkREpAao51vqvcoGYVUJ2jwpHNW5RRgzEruX2c4At/dsw0fjr2ZmYvdK97pLWSkb7AQYdyWrKk/Vk73PG9kjRVkvxYcUTFy8UZkMpaRssNP18Q+cszO0T1rGoymeZwvVtKKhCjGRIWXqa+i9KiIivqSeb6n3PO2VLr59ZRUvHOVJD5u77RLiYhRsn6WigCuvvMpdVaCx995V0fu0KrdSyptuTu+zAikb7Dy06HvyimUdWJxJ838qwfMpvmqau/ek3qsiIuIrCr6l3psw4LwSlcgBZ6pi6ZTFs0nz9jRwVoDtXd4qflefq0zXhAkDzisc8+36pkmwLYCUDfZKvXcUnFVs+oqtJQLv4uav3eXXwbe7GzYW0D5pWa0bZiAiIrWf0s6l3kuIi2HqoG4l0rlfSOxeUF1Zad51jrcCq2ruSJdSEuJimD7kIkLclDvPduRXOmXcXRZLXShiWF2p8+W9X7wwBL9alXejVMMMRETEF9TzLYL73mb1Qtc9lR1m4KmMelzkqqYkxMU4C2m5ku3IY+yCVB5a+D3DLot12ytbVGTNVUGu2lLEsKKAcfyCVODsiwB66/1SExLiYhhbeB7c0TADERGpSer5FpF6xVuBVV3oLa0NPMlcyLMs5q7ZRZfHlpcJUosXWYMzw0ugdmW3TFlS/nRi+VAthcXKe7+4y0KobTTMQEREakrd+MspIuKhhLiYag8aaktvaV1QmZscrlLRXY35tygIvL9M6lcrAu+UDXaOZVWcaVEdQaW7ubMDgKmDLjzrx/cHunEmIiI1RcG3iNQ7UwddiC2g4vrYmRs/Zv/cv5S7TaAxNd5baoxhx44dNXY8f+LJtH3FlZ5ayl1Aak/Ppn3SMnpPW+n3Y4A97dEOMKZantNTCd3KTHM4I7F7rbhRURHdOBMRkZqkMd8iUq8UjfctXTU70EBeJQtIhdgCvR54X3311YwYMYJ77rnHa8eoTYpP22dPzybQmAqnjSsKuM+f/H6ZeZ+LK16Eq/ix/I2nPdpF56W851T0fqhoCsTaWv+id8covvz5qNv1tWWYgYiI1A0KvkWkXkjZYGfKkk1u03UrG3hD3f7iblkWlmUREFC5BKnixcyKAuOYap7SqXQg2OWx5WQ78t1uHx0ZwvmT3+eUhxfZ34twVaUIWrYjj/ELU4EzAfhlT3/EgROnndvY07MZuyCVdWlH/XoKscqYd28vzp38PqddXPsmoTa/vcYiIlI3Ke1cROq8oiJb7gLv3OOHOPi/p9n94nB2/98wjn70Son1x1b+i90zE9kz626yf14HFKTeHkv9kC5duhAREUGHDh345z//WWK/1157jU6dOhEVFcVNN93E3r17gYLAdty4cbRo0YJGjRrRrVs3fvzxxzLtmjx5MqtXr2b06NGEh4czevRo57qPP/6Yzp07ExkZyQMPPIBVrPf3jTfeoEuXLjRp0oQBAwaQlpbmXPfVV19xySWX0LhxYy655BK++uor57qrr76ayZMn07t3b0JDQ3n++ee5+OKLS7RpxowZ3HzzzS7P46MpGxm7INUZGJbuefVWOvfUQRe6/WNWlFbsaeBdxJ+LcFU29b5IvgUT/vs9KRvs9J+xqkTgXdzcNbv8PvW+Mp4bfBG2wLLDTDJP5dap5ykiIv5PwbeI1HmuimwVsfLzOPjfKQQ1akHMqDdo/cC/Ce1ypXN9zr6tBEXF0HrMfBpfditHPngRLIu+5zenRYsWLF26lOPHjzN79mzGjRvHd999B8DKlSuZOHEiCxcuZN++fbRt25bbbrsNgA8//JDPP/+cbdu2kZGRwcKFC2natGmZtj399NNcccUVvPTSS2RmZvLSSy851y1dupRvv/2WH374gYULF7JixQoA3n33XZ555hkWL17MoUOHuOKKKxg2bBgAR48eZeDAgYwZM4YjR44wfvx4Bg4cyJEjR5yP+9Zbb/Hqq69y4sQJxowZw6+//sqWLVtKrL/zzjvLtDVlg525a3a5vQalx15Xp4S4GGYUjkmGgnH4cHbVy/25CFdCXAxTB3UrMQZ7ZmJ3dk4byM5pA53nwRVHnsX0FVvZfvBkucfw1rXyhYS4GMIalE30c+Rbdep5ioiI/1PauYjUeeX1Yp7et428zKM06XsXJqCgNzG4dVfn+qBGLYjofh0AYb/px9EPXybvZDrvrA8iflB3OnYsCOyuuuoqrr32WlavXk2PHj2YN28ed911Fz169ABg6tSpNGnShJ07d2Kz2Thx4gQ//fQTl156KV26dKn0c0pKSiIyMpLIyEj69u1Lamoq1113HbNmzWLixInOx5w0aRLPPPMMaWlpfP7553Tu3Jk77rgDgGHDhvHiiy+yZMkSRo4cCcDIkSPp2rXg+QcFBZGYmMjcuXN5+umn2bRpEzt37uSGG25wtqN4mnlFvNmbXN6Y5Mr2btaGIlzlPd8JA84rd35rT66DP/f8V0VGtuusl7r2PEVExL+p51tE6jxXvZhhOVkkfr+CgWv+S3NbMOGOnBLri3pPA8OaOJcF2IIByHdkk+3IY9KLc+jZsydRUVFERkby/vvvc/jwYQD27t1L27ZtnfuGh4fTtGlT7HY7/fr1Y/To0TzwwAO0aNGC++67j+PHj1fqObVq1cr5c2hoKJmZmQCkpaXx4IMPOgPzqKgoLMvCbreXaRNA27ZtsdvPBKexsbEl1v/+979n/vz5WJbFW2+9xdChQ2nYsCFQds7siviqN7miObGLq01zfbuTEBdDZIjN7XpProM/9/xXRWSo6/NhAR0nvk+7WlLpXkREajcF3yJS55UeIxu/ZxNrX/49j3/yKnfvWEve8YN8+Y87id9TEKQFGsPzQy/CFuj+I9LKdfDT3Ck8/PDDHDhwgPT0dK6//nrn2Ovo6OgSY61PnjzJkSNHiIkpCOrGjBnD+vXr2bx5M9u2bWP69Okuj2NMxVOiFRcbG8s///lP0tPTnf+ys7O5/PLLy7QJYNeuXc42uTpez549adCgAatXr2b+/PnOXnMoP52/NF/2JnsyJ3aILZCZid1rzVzfFUm+qavL6fRsgYYJA86jc4swt/vaAozf9/xXRsoGOxnlvAZqqjaBiIiIgm8RqfOKj5ENz8nizUXJhJ/OJsyRw6VANPCU4xT/WPgEwVkZ9Gl0mIS4GIZc3JoGQa4/Jq08B1aeg+bNmxMUFMTy5cv58MMPneuHDRvG7NmzSU1NJScnh0mTJnHZZZfRrl07vv32W9auXYvD4SAsLIzg4GC3VcVbtmzJL7/84vFzHTVqFFOnTmXTpoIbCRkZGSxatAiA66+/nm3btjF//nxyc3NZsGABmzdvLpFGDgXBSu9pK51zRMdfk8Do0aOx2Wz06dPHuZ2nKbu2AP+uDF8XertLS4iLYfqQi0r0gDcJtTF98EUkxMXw0firXQbgkSE2pg+5qE6di+krtuK+Fn5J3qxNICIiojHfIlIvOMfIvv46J4tVBg8ElgBjgAscp3C8dg+N770HuJMebZvwXevGPJzYnYmLN5bo5Q0Lj+DevzzJ0KFDycnJ4cYbb+Smm25yrr/mmmv461//yq233sqxY8e4/PLLefvttwE4fvw448aN45dffiE4OJgBAwYwYcIEl+1+8MEH+f3vf88rr7zCHXfcwYsvvlju87zlllvIzMzktttuIy0tjcaNG9O/f3+GDBlC06ZNWbp0KQ8++CD3338/nTp1YunSpTRr1oyUDXY27Epn4zs/0GjHOc75sO3p2eyyzmfPj9N5/LHHShzLkymveneMYt69vcrdxtsiQ2ykuxnzOzOxe50KNIuraG7uj8ZfXXON8aHKjuvWOHAREfEWU3x6Gn8VHx9vrVu3ztfNEJG64JFH4Lnn3K9PSoKpU8ssLiostjc9m+hqnrfa14rGbrtLIc935LDnpRGMemEhL//phnL3C7EF+l0vcsoGOxMWfY8jv+TfuxE929SZ+azFvbgnP/Ro6EGRmMgQvkzq58UWiYg3GWPWW5YV7+t2iLiinm8RqV86dyarQTChp0+VWZXVIJjQTp1c7lZRL2JtVtHY7cwN79OgVWfe32V4NGWjM2AtOh/+flOitrRTql/KBjuZp3I93r42VLoXEZHaSz3fIlK/nDiBo9U52LLKznPsCA3DdmA/hIf7oGG+0z5pGe7+Eux55S7AosWgR2nQsiNQt1O1pW7pPW2lx9X4bQEwfYhe2yK1nXq+xZ+p51tE6peICGwrPsAx4DocuXmEnj5FVoNgbEGB2FZ8UO8Cb4DG5YyJbn3/G2WWTVmySQGK1Aqejt/u3CKs3oyBFxER31HwLSL1T58+2A7sx7ZgAezYUZBqnphYLwNvgErOZlap8bMivuRJUcCwBoEKvEVEpEYo+BaR+ik8HO6+29et8AvpCqaljpow4LxyiwnaAg1P36KieyIiUjO8EnwbYxYARRVLIoF0y7K6G2PaAVuAokk011iWNcobbRAREc940jso9cOjKRuZv3YXxQvDR4bYSL6pa60calC62F7jEBvGnMnecORZPLTwe9alHVXlexER8TqvBN+WZSUW/WyMeR7IKLb6Z8uyunvjuCIiUnkV9Q6W1iTU5uUWSU14NGUjc9fsqnC79GwHExZ9D1BrA/Di7S79vPMsi7lrdvHroUyfz0kvIiJ1W4A3H9wYY4ChwH+8eRwREam6hLgYpg7qRkxkSIXb2gINT9zYtQZaJVWVssFO72kraZ+0jN7TVpKywV5mG08D7yKOfIvpK7ZWvGEt4O55f/nzUR5N2VjDrRERkfrEq8E3cAVwwLKs7cWWtTfGbDDGfGaMucLLxxcREQ8kxMXwZVI/ZiZ2J8QW6HKbmMgQpg++qFb2ftYXKRvsTFy8EXt6NhZgT89m7IJU+s9YVWKbygTeRTytHO6vim5KlGfuml20K+emhYiIyNmoctq5MeZjoJWLVZMty3q38OdhlOz13ge0sSzriDHmYiDFGNPVsqzjLh7/PuA+gDZt2lS1mSIiUgmlx8hGR4YwYcB5CrhriekrtrocPrD94Eluf+1rhsS3YeLiqvXuRnuQGeGvim5KeDq0wp6e7TxPeu2LiEh1MZZlVbxVVR7YmCDADlxsWdYeN9usAh62LGtdeY8VHx9vrVtX7iYiIiL1XvukZZT3Vz2misX1bAGG6UNqb9ZD72krq/S8YyJD+DKpnxdaJCLeYoxZb1lWvK/bIeKKN9POrwF+Kh54G2OaG2MCC3/uAHQGfvFiG0REROqNinqnqxKARobYanXgDVVPma/tqfYiIuJfvDnP922ULbR2JfCkMcYB5AOjLMs66sU2iIiI1BsTBpzH2AWpVd6/ZUQD1k7uX30N8hNVnU6vNqfai4iI//Faz7dlWSMty5pVatk7lmV1tSyru2VZPSzLWuKt44uIiNQ3CXExBJrK79ck1MbMxO51MvCGgpsS7goJuhNiC2TCgPO81CIREamPvNnzLSIiIjWsZ4covvy54qQyA/WmoF7xQoKuesDDGgRyS48YPv3pkAoNioiI1yj4FhERqUO+8iDwro+FxBLiYhRMi4iITyn4FhERqUMqmsOkvqRTp2ywM2XJJo5lOYCCwnHJN3VVAC4iIj7jzWrnIiIiUoNSNtjLXR9oDFMHdavTAWjKBjvnTn6fsQtSnYE3QHq2g7ELUmmXtIwujy2v8FydrVWrVtG6desq7z9q1Cj++te/VmOLRETE19TzLSIiNSZlg53pK7a6HVdb0Xpx79GUjcxds6vcbZ4fWrunDKtIygY74xemkl9B93+2I5/xhVXh/eF8vPnmm7z++ut88cUXzmWzZs0qZw8REamNFHyLiEiNSNlgZ+LijWQ78oCCOacnLt4IFARAFa2XM0rfpAhtEMD2gyfL3ad3x6g6eR6Ln4sAYyoMvIvkU1CAzZNzkpubS1BQUIXLREREyqO0cxERqRHTV2x1BtZFsh15TF+x1aP1UqDoJoU9PRuLgpsUFQXeIbYA5t3bq2YaWINKn4s8y3XknXv8EAf/9zS7XxzO7v8bxtGPXsGy8tn8/mzatm1LixYtuPPOO8nIyABg586dGGP417/+RZs2bejXrx9vvvkmvXv3Zty4cTRt2pTk5GRycnJ4+OGHadOmDS1btmTUqFFkZ7ueT3zatGl07NiRiIgILrjgAv73v/8BsGXLFkaNGsXXX39NeHg4kZGRAIwcOZJHH33Uuf9rr71Gp06diIqK4qabbmLv3r3OdcYYZs2aRefOnYmMjOSBBx7AcnMuRETEdxR8i4hIjXA1xVPR8nZJy9yu3+tmeX3l6iZFeUJsgUwddKEXW+Q7npwLKz+Pg/+dQlCjFsSMeoPWD/yb0C5XcnLjx5zatJJPP/2UX375hczMTEaPHl1i388++4wtW7awYsUKANauXUuHDh04cOAAkydPJikpiW3btpGamsqOHTuw2+08+eSTLtvRsWNHVq9eTUZGBk888QQjRoxg3759dOnShVmzZtGrVy8yMzNJT08vs+/KlSuZOHEiCxcuZN++fbRt25bbbrutxDZLly7l22+/5YcffmDhwoXONouIiP9Q8C0iIn4tOjLE103wK5W9GVGXC6x5ci5O79tGXuZRmvS9i4AGwZigBgS37srJzau4874H6NChA+Hh4UydOpW3336b3Nxc577JycmEhYURElLwGoyOjubPf/4zQUFBBAcH8+qrr/LCCy8QFRVFREQEkyZN4u2333bZjiFDhhAdHU1AQACJiYl07tyZb775xqPnOW/ePO666y569OhBw4YNmTp1Kl9//TU7d+50bpOUlERkZCRt2rShb9++pKamevTYIiJSczRYSUREqp2raZ6qor5Mi1UZ0ZEhbrMESqur47yLlHcuwnKyuOGn1RzZ8Q1LbcGEO3I42TDUub6pyeKmPhc5f2/bti25ubkcOHDAuSw2NrbEYxb//dChQ2RlZXHxxRc7l1mWRV6e6574OXPmMGPGDGfAnJmZyeHDhz16nnv37qVHjx7O38PDw2natCl2u5127doB0KpVK+f60NBQMjMzPXpsERGpOQq+RUSkyvrPWFVivHGggTwXQ03Tsx1lF3qgLvfaVtWEAeeVKExXnp1H6nbKvrtzEb9nE28uSsZY+fzgyOFd4Mt/3Mk9Q6ewrnVXAM7r0Ia0tDTnPrt27SIoKIiWLVuyZ88eoGAsdXHFf2/WrBkhISFs2rSJmJjyX6NpaWnce++9fPLJJ/Tq1YvAwEC6d+/uHJdd+jilRUdHl2jryZMnOXLkSIXHFRER/6K0cxERqZLSgTe4DryrKiYyRIG3CwlxMUwd1I2YyBDKD9nq/nj50uciJjKEuy5qypuLkgk/nU2YI4dLgWjgKccp/rHwCYKzMrAd3sawYcN44YUX+PXXX8nMzGTSpEkkJiZ6XME8ICCAe++9l3HjxnHw4EEA7Ha7y7HWJ0+exBhD8+bNAZg9ezY//vijc31RwH/69GmXxxo2bBizZ88mNTWVnJwcJk2axGWXXebs9RYRkdpBPd8iIlJpKRvsFVbYPltKN3cvIS6mxI2JdknLXG5XH8bLlz4XvP46WcUqfQcCS4AxwAWOU2TPupt+tw7jrrteZ+/evVx55ZWcOnWKAQMG8Pe//71Sx3722Wd58skn6dmzJ4cPHyYmJob777+fAQMGlNjuggsu4KGHHqJXr14EBARw55130rt3b+f6fv360bVrV1q1akVAQECZdPRrrrmGv/71r9x6660cO3aMyy+/3O3YchER8V+mNkxFER8fb61bt87XzRAREcrO110ZMZEhfJnUz/n7oykbmbtmV5ntRvRsw1MJ3c6qnfWJq2tSUOW8HqbtP/IIPPec29XbRj7AubNfqsEGiUhNMsastywr3tftEHFFPd8iIlIplZ3qqogtwJTpzX4qoRvxbaOYvmIre9OziY4MYcKA8+pfwHiWis6XziPQuTNZDYIJPX2qzKqsBsGc2yfOB40SERFRz7eIiFRS+6RlVPYvR2SIjeSbutbPYFBq1okTOFqdgy2r7LAIR2gYtgP7ITzcBw0TkZqgnm/xZ+r5FhGRSqnMVFcAO6cNrNTjF6RQ/0C2I9+5zAC392zDf7/dzalSVd1mJnZXUC9nRERgW/EBjgHX4cjNI/T0KbIaBGMLCsS24gMF3iIi4jMKvkVEpFIqM9VVTCULfqVssDN+QSr5pZZb4HJsOMDYBakACsDljD59sB3Yj23BAtixg9BOnSAxUYG3iIj4lIJvERGpFFfji/ue35x31tvLFPyqbMXy6Su2lgm8Pd1PwbeUEB4Od9/t61aIiIg4KfgWEamlUjbYfVZgq8z0TlAthdOqOi91XZ/PWkRERGo/Bd8iIrVQ6aml7OnZTFy8EfBd+rWrgLyyKjuevPh+IiIiIv4swNcNEBGRypuyZFOZMdfZjjzGLUwl7skPaZ+0jN7TVpKywe6jFlZNZdPUz3Y/ERERkZqi4FtEpBZJ2WCn+5QPOZblcLnesuBYlgOLgt7wsQtSeTRlY8028iwkxMUwomcbt+uNi2Wqdi4iIiK1gdLORURqidKp5p6au2YX8W2j/C5AfTRlI/9Zu5s8yyLQGIZdFstTCd14KqEb8W2jSkw3FmBg+GVteCqhm49bLSIiIlI1xrKsirfysfj4eGvdunW+boaIiE91n/Ih6dmue7wrEhMZwpdJ/aq5RVX3aMpGl1OH9e4Yxbx7e/mgRSIiUhcYY9ZblhXv63aIuKK0cxGRWiBlg73KgTf4XzXwV9+Yw4EFj5VZ/uXPR2vdOHVvWbVqFa1bt/Z1M0RERKSaKPgWEakFpq/Yelb7+7Ia+M6dOzHGkJub61wWesHVtEz8q8vtz/a5ioiIiPgjBd8iIrXA2fRcB+DdauB5eZUbgw4QaFyVTitQE730xW8E+JK/tENERES8T8G3iEgtUJWea8fh3eyfn0TazETGDO7He++951w3cuRIRo0aRf/+/YmIiOCqq64iLS3Nuf6nn36if//+REVFcd5557Fw4cIS+95///1cf/31hIWF8emnn7Js2TLi4uJo1KgRsbGxJCcnO7e/8sorAYiMjCQ8PJyvv/6aC05+x/65f3Fuc2rPFvb9exy7XhjKobkP8dVXXznXXX311Tz22GP07t2biIgIrr32Wg4fPlyw36lTjBgxgqZNmxIZGckll1zCgQMHXJ6Pdu3a8eyzz3LhhRcSFhZGbm4ua9as4fLLLycyMpKLLrqIVatWObd/88036dChAxEREbRv35558+Y5173xxht06dKFJk2aMGDAgBLn7sEHHyQ2NpZGjRpx8cUXs3r1aue65ORkBg8ezIgRI2jUqBFvvvkmR48e5Q9/+APR0dE0adKEhISEEu1+/vnnadGiBeeccw6zZ892+dxERETE/yn4FhGpBfqe37xS21t5uRx850lC2veg9Z/n0uCKu7n99tvZuvVMSve8efN47LHHOHz4MN27d+f2228H4OTJk/Tv35/hw4dz8OBB3n77bf70pz+xefNm577z589n8uTJnDhxgj59+hAWFsacOXNIT09n2bJlvPLKK6SkpADw+eefA5Cenk5mZia9evXi1h6taRRcMOFGXvYJDv03mYiLb+Tchxfyxwf+zMCBAzly5EiJ482ePZuDBw9y+vRp/va3vwHw73//m4yMDHbv3s2RI0eYNWsWISHub1T85z//YdmyZaSnp3PgwAEGDhzIo48+ytGjR/nb3/7GrbfeyqFDhzh58iRjxoxh+fLlnDhxgq+++oru3bsD8O677/LMM8+wePFiDh06xBVXXMGwYcOcx7jkkktITU3l6NGjDB8+nCFDhnDq1Cnn+nfffZfBgweTnp7O7bffzh133EFWVhabNm3i4MGDjBs3zrnt/v37ycjIwG63869//YsHHniAY8eOVeq1ICIiIv5BwbeISC3w6U+HKrV9zt6fyHdk06jnYEygjdxWXbnhhhv4z3/+49xm4MCBXHnllTRs2JCnn36ar7/+mt27d7N06VLatWvHH/7wB4KCgoiLi+PWW29l0aJFzn1vvvlmevfuTUBAAMHBwVx99dV069aNgIAALrzwQoYNG8Znn31WbhvPbRXBzMTuBOz5jqCoaMJ/049TefBORjuyQlvym5FPObf9wx/+wLnnnktISAhDhw4lNTUVAJvNxpEjR9ixYweBgYFcfPHFNGrUyO0xx4wZQ2xsLCEhIcydO5frr7+e66+/noCAAPr37098fDzvv/8+AAEBAfz4449kZ2dzzjnn0LVrVwBmzZrFxIkT6dKlC0FBQUyaNInU1FRn73dRT3xQUBAPPfQQOTk5JW569OrVi4SEBAICAkhPT2f58uXMmjWLJk2aYLPZuOqqq5zb2mw2Hn/8cWw2G9dffz3h4eElHktERERqDwXfIiK1gKfjoMNyskj8fgUDv1lMi8AGhJ8+0+Patm1b7PYzlcRjY2OdP4eHhxMVFcXevXtJS0tj7dq1REZGOv/NmzeP/fv3u9wXYO3atfTt25fmzZvTuHFjZs2a5UwNr0h2+mGCGrUosSyoUQtOZRzh/MkFgXCrVq2c60JDQ8nMzATgjjvuYMCAAdx2221ER0fzl7/8BYfDfVX44u1OS0tj0aJFJZ7nF198wb59+wgLC2PBggXMmjWLc845h4EDB/LTTz8593vwwQed+0RFRWFZlvPc/u1vf6NLly40btyYyMhIMjIySpyL4m3YvXs3UVFRNGnSxGV7i4J4V89dREREahcF3yIitYAnY77j92xi7cu/5/FPXmXkjm/IP36Qr/9xJ/F7NhEZYmPXrl3ExMQ4t9+9e7fz58zMTI4ePUp0dDSxsbFcddVVpKenO/9lZmbyyiuvOLc3pQqmDR8+nJtuuondu3eTkZHBqFGjsCzL5bbFTV+xlfyQJuQeP1hied7xQwRGNOVUnlXuc7bZbDzxxBNs3ryZr776iqVLlzJnzhy32xdvS2xsLHfccUeJ53ny5EmSkpIAGDBgAB999BH79u3j/PPP595773Xu989//rPEftnZ2Vx++eWsXr2a5557joULF3Ls2DHS09Np3Lix81y4asPRo0dJT08v93mKiIhI7afgW0SkFpgw4DxCbIFu14flZPHmomTCT2cT5sjhMiAMeNlxitcWPsHQqAMsWbKE2267zbnP+++/zxdffMHp06d57LHH6NmzJ7Gxsdxwww1s27aNt956C4fDgcPh4Ntvv2XLli1uj3/ixAmioqIIDg7mm2++Yf78+c51zZs3JyAggF9++aXMfnvTswnpGI/j6F5Obl6FlZ/HyS2fc/rIbkI6XlLhefn000/ZuHEjeXl5NGrUCJvNRkCAZ3/aRowYwZIlS1ixYgV5eXmcOnWKVatWsWfPHg4cOMC7777LyZMnadiwIeHh4c7HHTVqFFOnTmXTpk0AZGRkOFPyT5w4QVBQEM2bNyc3N5cnn3yS48ePu23DOeecw+9+9zv+9Kc/cezYMRwOh3OMvIiIiNQtCr5FRGqBhLgYpg7qRkxkCK76kW/4aTXGynf+3gBYAiwH2jlOMXfqI8yZM4fzzz/fuc3w4cOZMmUKUVFRrF+/nrlz5wIQERHBhx9+yNtvv010dDStWrXikUceIScnx237Xn75ZR5//HEiIiJ48sknGTp0qHNdaGgokydPpnfv3kRGRrJmzRrnuujIEAJDGtFi8OMc/+Z/7P6/YRxf+w4tBj9OYGjjCs/L/v37GTx4MI0aNaJLly5cddVV3HHHHRXuBwW9zkXF05o3b05sbCzTp08nPz+f/Px8ZsyYQXR0NFFRUXz22WfOnv9bbrmFRx55hNtuu41GjRrxm9/8huXLlwMFveXXXXcd5557Lm3btiU4OLhMin5xKRvsHLr4Xt7beICWbTrQpGlzZs6c6VH7RUREpHYxxVPh/FV8fLy1bt06XzdDRMRv9J62EnuxceCPrJrN/Wvfcb9DUhJMner8deTIkbRu3ZqnnnrK/T41IGWDnYmLN5LtcD9X+M5pA2uwRTXH1XMPsQUydVA3EuJiytlTRETcMcastywr3tftEHFFPd8iIrVQ6TT0nU2iOWlr6HLbrAbB0KlTTTWtUop69N39MercIqxG21OTpq/YWuamQ7Yjj+krVM1cRESkLlLwLSJSC5VOQ/+u57UEFquKXZwtKBASE2u2gZWQEBfDL9MGlgm0O7cI46PxV/umUV6WssFeInOhOE8r24uIiEjtorRzEZG64osvcAy4DkduHqGnT5HVIBhbUCC2FR9Anz6+bp1QEHQnv7eJ9Gz306HFRIbwZVK/GmyViEjdobRz8Weuu0lERKT26dMH24H92BYsgB07CO3UqaDHOzzc1y0TPBvfDnDg+ClSNtg17ltERKSOUfAtIlKXhIfD3Xf7uhXigqsx3q7k5ltM+O/3AArARURE6hCN+RYREakBlRnL7cizVHhNRESkjlHPt4iISDVL2WBn+oqt7E3PJjoyhAkDziM6MsRtkTVXKrOtiIiI+D/1fIuIiFSjorHd9vRsLAqC6ImLN9L3/OZVeiwRERGpGxR8i4iIVCN383cv/X5flR5LRERE6gYF3yIiItXI3dju8qYXq+xjiYiISO2j4FtERKQaRUeG+OVjiYiIiG8p+BYREalGEwacR4gtsMSyEFsgTUJtlXocW6BhwoDzqrNpIiIi4kOqdi4iIlKNiubmLl3tHGDCou9x5FsePc70wRdpnm8REZE6RMG3iIhINUuIi3EbOE9a/ANZjvxy95+Z2F2Bt4iISB2jtHMREZEakhAXw+a//o6Zid0xbraJDLEp8BYREamDFHyLiIjUsPKC64wqVEUXERER/6fgW0RExAfcVTJXhXMREZG6ScG3iIiID7iriq4K5yIiInWTCq6JiIj4gLuq6BrvLSIiUjcp+BYREamidknLyizbOW2gx/uXVxVdRERE6halnYuIiFSBq8C7aHnKBnsNt0ZERET8nYJvERGRajZx8UYF4CIiIlKCgm8REZFqlu3IY/qKrb5uhoiIiPgRBd8iIiJesDc929dNEBERET+igmsiIlJvpWywe63auObrFhERkeKMZVm+bkOF4uPjrXXr1vm6GSIiUssVD7Ybh9g4fspBvos/g01CbTxxY9cKA3F3RddCbIFMHdRNlcxFRGqYMWa9ZVnxvm6HiCvq+RYRkXohZYOdiYs3ku3IAyA92+F222NZDib893uAcgPoomnFvNmDLiIiInWDgm8REakXpq/Y6gy8PeHIs5i+YqtHQbTm6xYREZGKqOCaiIjUC1UpgKaiaSIiIlJdFHyLiEi9UJUCaCqaJiIiItVFwbeIiNQLEwacR4gtsNL7iIiIiFQHjfkWEZF6oWhMdlFhNE/m+tA4bhEREakuCr5FRKTeKF4Yzd00YSIiIiLeoLRzERGpl0b0bHNW60VEREQqQz3fIiJSLz2V0A2AuWt2lVhugNt7tnGuFxEREakOxrI8GfXmW/Hx8da6det83QwREREREfFjxpj1lmXF+7odIq4o7VxERERERETEyxR8i4iIiIiIiHiZgm8RERERERERL1PwLSIiIiIiIuJlCr5FREREREREvEzBt4iIiIiIiIiXKfgWERERERER8TIF3yIiIiIiIiJepuBbRERERERExMsUfIuIiIiIiIh4mYJvERERERERES9T8C0iIiIiIiLiZQq+RURERERERLxMwbeIiIiIiIiIlyn4FhEREREREfGyswq+jTFDjDGbjDH5xpj4UusmGmN2GGO2GmMGFFt+XeGyHcaYpLM5voiIiIiIiEhtcLY93z8Cg4DPiy80xlwA3AZ0Ba4DXjbGBBpjAoF/AL8DLgCGFW4rIiIiIiIiUmcFnc3OlmVtATDGlF51M/C2ZVk5wK/GmB3ApYXrdliW9Uvhfm8Xbrv5bNohIiIiIiIi4s+8NeY7Bthd7Pc9hcvcLRcRERERERGpsyrs+TbGfAy0crFqsmVZ71Z/k5zHvQ+4D6BNmzbeOoyIiIiIiIiI11UYfFuWdU0VHtcOxBb7vXXhMspZXvq4rwKvAsTHx1tVaIOIiIiIiIiIX/BW2vl7wG3GmIbGmPZAZ+Ab4FugszGmvTGmAQVF2d7zUhtERERERERE/MJZFVwzxtwC/B1oDiwzxqRaljXAsqxNxpiFFBRSywUesCwrr3Cf0cAKIBB4w7KsTWf1DERERERERET8nLEs/8/ojo+Pt9atW+frZoiIiIiIiB8zxqy3LCve1+0QccVbaeciIiIiIiIiUkjBt4iIiIiIiIiXKfgWERERERER8TIF3yIiIiIiIiJepuBbRERERERExMsUfIuIiIiIiIh4Wa2YaswYcwhIK/y1GXDYh82RAroOvqdr4B90HXxP18A/6Dr4nq6Bf9B18K22lmU193UjRFypFcF3ccaYdZq7z/d0HXxP18A/6Dr4nq6Bf9B18D1dA/+g6yAi7ijtXERERERERMTLFHyLiIiIiIiIeFltDL5f9XUDBNB18Ae6Bv5B18H3dA38g66D7+ka+AddBxFxqdaN+RYRERERERGpbWpjz7eIiIiIiIhIreLXwbcxZogxZpMxJt8YE19q3URjzA5jzFZjzIBiy68rXLbDGJNU862uu4wxC4wxqYX/dhpjUguXtzPGZBdbN8vHTa3TjDHJxhh7sfN9fbF1Lt8XUr2MMdONMT8ZY34wxvzPGBNZuFzvhRqmz/yaZ4yJNcZ8aozZXPg3+sHC5W4/m8Q7Cv8Wbyw83+sKl0UZYz4yxmwv/L+Jr9tZVxljziv2ek81xhw3xozVe0FE3PHrtHNjTBcgH/gn8LBlWUV/WC4A/gNcCkQDHwPnFu62DegP7AG+BYZZlrW5hpte5xljngcyLMt60hjTDlhqWdZvfNysesEYkwxkWpb1t1LLXb4vLMvKq/FG1nHGmGuBlZZl5RpjngWwLOsRvRdqljEmEH3m1zhjzDnAOZZlfWeMiQDWAwnAUFx8Non3GGN2AvGWZR0utuw54KhlWdMKb0g1sSzrEV+1sb4o/DyyA5cBf0DvBRFxwa97vi3L2mJZ1lYXq24G3rYsK8eyrF+BHRQEHJcCOyzL+sWyrNPA24XbSjUyxhgKvmT9x9dtkRLcvS+kmlmW9aFlWbmFv64BWvuyPfWYPvN9wLKsfZZlfVf48wlgCxDj21ZJMTcD/y78+d8U3BgR7/st8LNlWWm+boiI+C+/Dr7LEQPsLvb7nsJl7pZL9boCOGBZ1vZiy9obYzYYYz4zxlzhq4bVI6MLU57fKJZSqNe/b9wFLC/2u94LNUeveR8rzPaIA9YWLnL12STeYwEfGmPWG2PuK1zW0rKsfYU/7wda+qZp9c5tlOyU0HtBRMrwefBtjPnYGPOji3/qvfABD6/HMEr+gdkHtLEsKw4YD8w3xjSqyXbXNRVch1eAjkB3Cs79875sa13lyXvBGDMZyAXmFS7Se0HqDWNMOPAOMNayrOPos8kX+liW1QP4HfCAMebK4iutgrGF/ju+sI4wxjQAbgIWFS7Se0FEXArydQMsy7qmCrvZgdhiv7cuXEY5y8UDFV0PY0wQMAi4uNg+OUBO4c/rjTE/UzAGf50Xm1qnefq+MMa8Biwt/LW894VUkgfvhZHADcBvC7/g6r1Q8/Sa9xFjjI2CwHueZVmLASzLOlBsffHPJvESy7Lshf8fNMb8j4KhGAeMMedYlrWvcHz+QZ82sn74HfBd0XtA7wURccfnPd9V9B5wmzGmoTGmPdAZ+IaCYjudjTHtC+9C3la4rVSfa4CfLMvaU7TAGNO8sNAIxpgOFFyPX3zUvjqv8MtUkVuAHwt/dve+kGpmjLkO+Atwk2VZWcWW671Qs/SZ7wOFdT/+BWyxLGtGseXuPpvEC4wxYYUF7zDGhAHXUnDO3wN+X7jZ74F3fdPCeqVERqDeCyLijs97vstjjLkF+DvQHFhmjEm1LGuAZVmbjDELgc0UpHw+UFTR2RgzGlgBBAJvWJa1yUfNr6tKj2kCuBJ40hjjoKA6/SjLso7WeMvqj+eMMd0pSCXcCfwRoLz3hVS7l4CGwEcFcQhrLMsahd4LNaqw2rw+82teb+AOYKMpnHISmAQMc/XZJF7TEvhf4WdQEDDfsqwPjDHfAguNMXcDaRQUSBUvKbzx0Z+Sr3eXf6dFRPx6qjERERERERGRuqC2pp2LiIiIiIiI1BoKvkVERERERES8TMG3iIiIiIiIiJcp+BYRERERERHxMgXfIiIiIiIiIl6m4FtERERERETEyxR8i4iIiIiIiHiZgm8RERERERERL/t/gFG03KueIbsAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 14))\n",
    "plt.scatter(embed_2d[:, 0], embed_2d[:, 1])\n",
    "\n",
    "for item in terms_chosen:\n",
    "    idx = term2index[item]\n",
    "    plt.scatter(embed_2d[idx, 0], embed_2d[idx, 1], c='r', s=50)\n",
    "    plt.annotate(item, xy=(embed_2d[idx, 0], embed_2d[idx, 1]), c='k', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(8560, 2)"
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embed_2d.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导出TSNE降维到二维之后的Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "terms_chosen_mask = np.zeros(X.shape[0])\n",
    "for item in terms_chosen:\n",
    "    idx = term2index[item]\n",
    "    terms_chosen_mask[idx] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()\n",
    "df['X'] = embed_2d[:, 0]\n",
    "df['Y'] = embed_2d[:, 1]\n",
    "df['item'] = model.wv.index_to_key\n",
    "df['pagerank'] = pagerank.values()\n",
    "df['chosen'] = terms_chosen_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "              X          Y                          item  pagerank  chosen\n0     23.458254  80.311272                  graph theory  0.000289     1.0\n1     24.659775   6.207353            information theory  0.000185     1.0\n2     -2.630793 -21.727242                   data mining  0.000173     1.0\n3     41.422844  24.470457                claude shannon  0.000091     1.0\n4    -29.055210 -72.288445                  chaos theory  0.000083     1.0\n...         ...        ...                           ...       ...     ...\n8555  49.662304  65.894371             sparse graph code  0.000050     0.0\n8556  28.886280  55.168121       complement (set theory)  0.000051     0.0\n8557  27.636534  -4.741134      wi-fi positioning system  0.000051     0.0\n8558 -53.308983 -13.925707    neurally controlled animat  0.000047     0.0\n8559 -52.644897  53.010918  persistence of vision (film)  0.000047     0.0\n\n[8560 rows x 5 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>X</th>\n      <th>Y</th>\n      <th>item</th>\n      <th>pagerank</th>\n      <th>chosen</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>23.458254</td>\n      <td>80.311272</td>\n      <td>graph theory</td>\n      <td>0.000289</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>24.659775</td>\n      <td>6.207353</td>\n      <td>information theory</td>\n      <td>0.000185</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>-2.630793</td>\n      <td>-21.727242</td>\n      <td>data mining</td>\n      <td>0.000173</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>41.422844</td>\n      <td>24.470457</td>\n      <td>claude shannon</td>\n      <td>0.000091</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-29.055210</td>\n      <td>-72.288445</td>\n      <td>chaos theory</td>\n      <td>0.000083</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>8555</th>\n      <td>49.662304</td>\n      <td>65.894371</td>\n      <td>sparse graph code</td>\n      <td>0.000050</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>8556</th>\n      <td>28.886280</td>\n      <td>55.168121</td>\n      <td>complement (set theory)</td>\n      <td>0.000051</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>8557</th>\n      <td>27.636534</td>\n      <td>-4.741134</td>\n      <td>wi-fi positioning system</td>\n      <td>0.000051</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>8558</th>\n      <td>-53.308983</td>\n      <td>-13.925707</td>\n      <td>neurally controlled animat</td>\n      <td>0.000047</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>8559</th>\n      <td>-52.644897</td>\n      <td>53.010918</td>\n      <td>persistence of vision (film)</td>\n      <td>0.000047</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>8560 rows × 5 columns</p>\n</div>"
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('tsne_vis_2d.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化全部词条的三维Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Python39\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
      "  warnings.warn(\n",
      "C:\\Program Files\\Python39\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# 将Embedding用TSNE降维到2维\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=3, n_iter=1000)\n",
    "embed_3d = tsne.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导出TSNE降维到三维之后的Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame()\n",
    "df['X'] = embed_3d[:, 0]\n",
    "df['Y'] = embed_3d[:, 1]\n",
    "df['Z'] = embed_3d[:, 2]\n",
    "df['item'] = model.wv.index_to_key\n",
    "df['pagerank'] = pagerank.values()\n",
    "df['chosen'] = terms_chosen_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "df.to_csv('tsne_vis_3d.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 课后作业\n",
    "\n",
    "用`tsne_vis_2d.csv`和`tsne_vis_3d.csv`做可视化\n",
    "\n",
    "参考代码：https://echarts.apache.org/examples/zh/editor.html?c=scatter3d&gl=1&theme=dark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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